{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LogGamma"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, let's set up some environmental dependencies. These just make the numerics easier and adjust some of the plotting defaults to make things more legible."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Python 3 compatability\n",
    "from __future__ import division, print_function\n",
    "from six.moves import range\n",
    "\n",
    "# system functions that are always useful to have\n",
    "import time, sys, os\n",
    "import warnings\n",
    "\n",
    "# basic numeric setup\n",
    "import numpy as np\n",
    "\n",
    "# inline plotting\n",
    "%matplotlib inline\n",
    "\n",
    "# plotting\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "# seed the random number generator\n",
    "np.random.seed(1028)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# re-defining plotting defaults\n",
    "from matplotlib import rcParams\n",
    "rcParams.update({'xtick.major.pad': '7.0'})\n",
    "rcParams.update({'xtick.major.size': '7.5'})\n",
    "rcParams.update({'xtick.major.width': '1.5'})\n",
    "rcParams.update({'xtick.minor.pad': '7.0'})\n",
    "rcParams.update({'xtick.minor.size': '3.5'})\n",
    "rcParams.update({'xtick.minor.width': '1.0'})\n",
    "rcParams.update({'ytick.major.pad': '7.0'})\n",
    "rcParams.update({'ytick.major.size': '7.5'})\n",
    "rcParams.update({'ytick.major.width': '1.5'})\n",
    "rcParams.update({'ytick.minor.pad': '7.0'})\n",
    "rcParams.update({'ytick.minor.size': '3.5'})\n",
    "rcParams.update({'ytick.minor.width': '1.0'})\n",
    "rcParams.update({'font.size': 30})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import dynesty"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The multi-modal LogGamma distribution is useful for stress testing the effectiveness of bounding distributions. It is defined as:\n",
    "\n",
    "$$ \n",
    "g_a \\sim \\textrm{LogGamma}(1, 1/3, 1/30) \\\\\n",
    "g_b \\sim \\textrm{LogGamma}(1, 2/3, 1/30) \\\\\n",
    "n_c \\sim \\textrm{Normal}(1/3, 1/30) \\\\\n",
    "n_d \\sim \\textrm{Normal}(2/3, 1/30) \\\\\n",
    "d_i \\sim \\textrm{LogGamma}(1, 2/3, 1/30) ~\\textrm{if}~ i \\leq \\frac{d+2}{2} \\\\\n",
    "d_i \\sim \\textrm{Normal}(2/3, 1/30) ~\\textrm{if}~ i > \\frac{d+2}{2} \\\\\n",
    "\\mathcal{L}_g = \\frac{1}{2} \\left( g_a(x_1) + g_b(x_1) \\right) \\\\\n",
    "\\mathcal{L}_n = \\frac{1}{2} \\left( n_a(x_2) + n_d(x_2) \\right) \\\\\n",
    "\\ln \\mathcal{L} \\equiv \\ln \\mathcal{L}_g + \\ln \\mathcal{L}_n + \\sum_{i=3}^{d} \\ln d_i(x_i)\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import loggamma, norm\n",
    "\n",
    "def lng(x):\n",
    "    lng1 = loggamma.logpdf(x[0], c=1., loc=1./3., scale=1./30.)\n",
    "    lng2 = loggamma.logpdf(x[0], c=1., loc=2./3., scale=1./30.)\n",
    "    \n",
    "    return np.logaddexp(lng1, lng2) + np.log(0.5)\n",
    "\n",
    "def lnn(x):\n",
    "    lnn1 = norm.logpdf(x[1], loc=1./3., scale=1./30.)\n",
    "    lnn2 = norm.logpdf(x[1], loc=2./3., scale=1./30.)\n",
    "    \n",
    "    return np.logaddexp(lnn1, lnn2) + np.log(0.5)\n",
    "\n",
    "def lnd_i(x_i, i):\n",
    "    if i >= 3:\n",
    "        if i <= (ndim + 2) / 2.:\n",
    "            return loggamma.logpdf(x_i, c=1., loc=2./3., scale=1./30.)\n",
    "        else:\n",
    "            return norm.logpdf(x_i, loc=2./3., scale=1./30.)\n",
    "    else:\n",
    "        return 0.\n",
    "    \n",
    "def lnd(x):\n",
    "    return sum([lnd_i(x_i, i) for i, x_i in enumerate(x)])\n",
    "    \n",
    "def loglike(x):\n",
    "    with warnings.catch_warnings():\n",
    "        warnings.simplefilter(\"ignore\")\n",
    "        return lng(x) + lnn(x) + lnd(x)\n",
    "\n",
    "# define the prior transform\n",
    "def prior_transform(x):\n",
    "    return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the log-likelihood surface\n",
    "plt.figure(figsize=(10., 10.))\n",
    "axes = plt.axes(aspect=1)\n",
    "xx, yy = np.meshgrid(np.linspace(0., 1., 200),\n",
    "                     np.linspace(0., 1., 200))\n",
    "logL = np.array([loglike(np.array([x, y]))\n",
    "                 for x, y in zip(xx.flatten(), yy.flatten())])\n",
    "L = np.exp(logL.reshape(xx.shape))\n",
    "axes.contourf(xx, yy, L, 200, cmap=plt.cm.Purples)\n",
    "plt.title('Likelihood Surface')\n",
    "plt.xlabel(r'$x$')\n",
    "plt.ylabel(r'$y$');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will now sample from this distribution using `'multi'` and `'rslice'` in $d=2$ and $d=10$ dimensions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "iter: 2026 | +250 | bound: 30 | nc: 1 | ncall: 120835 | eff(%):  1.884 | loglstar:   -inf <  3.497 <    inf | logz:  0.020 +/-    nan | dlogz:  0.000 >  0.010                                        /home/joshspeagle/anaconda3/lib/python3.6/site-packages/dynesty-0.9.4-py3.6.egg/dynesty/sampler.py:224: RuntimeWarning: invalid value encountered in sqrt\n"
     ]
    }
   ],
   "source": [
    "ndim = 2\n",
    "nlive = 250\n",
    "sampler = dynesty.NestedSampler(loglike, prior_transform, ndim=ndim,\n",
    "                                bound='multi', sample='rwalk',\n",
    "                                walks=100, nlive=nlive)\n",
    "sampler.run_nested(dlogz=0.01)\n",
    "res = sampler.results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "iter: 6086 | +250 | bound: 161 | nc: 1 | ncall: 534812 | eff(%):  1.185 | loglstar:   -inf < 20.351 <    inf | logz:  0.664 +/-    nan | dlogz:  0.000 >  0.010                                       /home/joshspeagle/anaconda3/lib/python3.6/site-packages/dynesty-0.9.4-py3.6.egg/dynesty/sampler.py:224: RuntimeWarning: invalid value encountered in sqrt\n"
     ]
    }
   ],
   "source": [
    "ndim = 10\n",
    "nlive = 250\n",
    "sampler = dynesty.NestedSampler(loglike, prior_transform, ndim=ndim, \n",
    "                                bound='multi', sample='rwalk',\n",
    "                                walks=100, nlive=nlive)\n",
    "sampler.run_nested(dlogz=0.01)\n",
    "res2 = sampler.results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our analytic approximations to the error appear to have diverged, so let's compute them numerically:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/joshspeagle/anaconda3/lib/python3.6/site-packages/dynesty-0.9.4-py3.6.egg/dynesty/utils.py:550: RuntimeWarning: invalid value encountered in sqrt\n",
      "/home/joshspeagle/anaconda3/lib/python3.6/site-packages/dynesty-0.9.4-py3.6.egg/dynesty/utils.py:353: RuntimeWarning: invalid value encountered in sqrt\n",
      "/home/joshspeagle/anaconda3/lib/python3.6/site-packages/numpy/core/_methods.py:121: RuntimeWarning: overflow encountered in multiply\n",
      "  x = um.multiply(x, x, out=x)\n"
     ]
    }
   ],
   "source": [
    "from dynesty import utils as dyfunc\n",
    "\n",
    "# compute ln(evidence) error for d=2 case\n",
    "lnzs = np.zeros((100, len(res.logvol)))\n",
    "for i in range(100):\n",
    "    r = dyfunc.simulate_run(res, approx=True)\n",
    "    lnzs[i] = np.interp(-res.logvol, -r.logvol, r.logz)\n",
    "lnzerr = np.std(lnzs, axis=0)\n",
    "res['logzerr'] = lnzerr\n",
    "\n",
    "# compute ln(evidence) error for d=10 case\n",
    "lnzs2 = np.zeros((100, len(res2.logvol)))\n",
    "for i in range(100):\n",
    "    r = dyfunc.simulate_run(res2, approx=True)\n",
    "    lnzs2[i] = np.interp(-res2.logvol, -r.logvol, r.logz)\n",
    "lnzerr2 = np.std(lnzs2, axis=0)\n",
    "res2['logzerr'] = lnzerr2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's see how we did!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from dynesty import plotting as dyplot\n",
    "\n",
    "# plot 2-D\n",
    "fig, axes = dyplot.runplot(res, color='blue',\n",
    "                           lnz_truth=0., truth_color='black')\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2, figsize=(14, 8))\n",
    "fig, axes = dyplot.traceplot(res, truths=[[1./3., 2./3.], [1./3., 2./3.]],\n",
    "                             quantiles=None, fig=(fig, axes))\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Q/giap7DWWnfY/MEYM1zSa/ozbK4wxtwi6Um5QuYaSW9I+sxae9jzGsaYTyQNk3SbpBZyhc0fJL3mfm36UvqZtLQ0/e9//9PmzZu1cOFCffrppzp58qRatGihV199VV27dpVn7Fidb7+VJD3++ON67LHHtGnTJr3xxhsaOnSonnvuOb333nvq0qVLRd6O30hLS9P27du1ZcsWHTx4UMeOHVNaWpoiIyMVHR2tBg0a6Oyzz1bDhg3F2D8AyI+gKckYE2KtTff8nCtsbskVNs+Xq8/mYrma07dIekbSf6y1acaYQHe/zUBr7WFjzOtyNaU/KFcT/PPGmCVODBCCdzh27Ji+++47bd26Vbt27dLPP/+sXbt26fDhwzp06JCysrIkSVFRUerZs6cuv/xyderUqch+mAEBAerQoYOmTp2qb775Ri+//LIuvvhivfbaaxo2bBjhxgH79+/Xhx9+qLffflubNm3KeW4egYGB+bZVq1ZNTZs2VZcuXdSqVSvVqVNHtWvX1l8SE5WZkaFPp07Vzp07tWPHDu3YsUPHjx9XcnKy6tevr0svvVQXX3yx+vfvr8DAwPK8VQBwnN8HTffo8uHGmMnuJnPjmaKogLB5gVwh8w9J0yR9aa1NkyRrbZbnq/u8JGPMG5KulStoBkhqJ1YT8im//PKL5s6dq7lz52r79u3Kzs6WJEVERKhevXqKjY1V8+bNVbt2bTVu3FhNmzZV48aNSx0ojDG65JJL1L59e40ZM0b33nuv1q1bp8mTJ6tKlSpO3JrfSUhI0PPPP6/Zs2crOztbTZo00a233qqWLVuqefPmqlmzpsLCwhQYGKjU1FQlJSVp79692rVrl3bt2qWdO3fq3//+t44dO5bzmp7+tvHx8QoODlaDBg1Uu3Zt1atXT2FhYfrtt980ffp0TZo0SS1atNDkyZPVvXv3inkDAMABfh003fNkrpWrL+UvkrbnbtYuIGy+IukySbslzSts0nb3eUHums3Jkt6UFCLpXEkf0Hxe+W3atElDhgzR2rVrJUnt2rXToEGDdO6556pVq1aKiIhw5LoRERF65ZVXNG3aNE2bNk2bN2/WF198oejoaEeu5w9OnjypBx54QDNmzFBwcLBuvvlmXXvttWratGmh54SFhSksLEx16tTRueeem7PdWqukpCQdOXJEhw4dUrs33lBQYKAWPvOMatasWeAHjKysLC1fvlwTJ07UZZddpiFDhujNN99kxoEKFh8frylTplR0MYBKz2+DpjtkrpQrZErSKGPMUmvtttzHnRI2R0p6QdJ4a+3+ogKjtTbT860kz1+XA57XLNu7QXk5fvy4nnzySU2cOFE1atTQ0KFD1atXL9WvX7/cyhAQEKD4+Hg1atRI48aNU4cOHbR8+fIigxEKtmfPHvXo0UM//vijBgwYoDvuuEMxMTHFn1gIY4wiIyMVGRmpxo0bq0aNGpKkOnXqFHpOYGCgrrzySl188cWaMmWKpk6dqszMTE2bNo2wCaDS88ugaYxpJNdk7HXlmiezqvvfOZK2efpbeo7PFTY3GWPukJTi2V7ENQKstdmSsnNtTir7u0F52bJli3r37q09e/aof//+uueee3KCRFk5cOCAaiYlKT09XYsXL1br1q3VqFGjAvtiXnXVVapTp45Gjhypzp07a9GiRerUqVOZlseX/fbbb+rUqZOOHTuml156SZdeemmFlic0NFTDhw9XaGiopk2bplq1aun555+v0DIBwJnyu6B5yrKSWyR9K+lWSTXkqtX8uKAmcU+otNbuL8l13KsG1ZQ0yL1pvVzzbqISev/993XHHXcoPDxc06ZNU/v27cvkdU+ePKnvv/9eq1at0rJly3TkyJGcfn1jxoyR5Gqm7d27t+6++27VrFkzz/nt27fX9OnTNXz4cF1yySWaO3eurr/++jIpmy/LyMhQ7969dfz4cU2dOlWtWrU67dfKysrSwYMHdeLECaWmpiozM1OhoaEKDQ1Vo4wMBQWV7r/ZIUOGKDExUePHj1f37t3Vo0eP0y4bAFQ0vwqauWoyPWuXPy5pn6Qr5FpGspmkmyTNOtN+lMaYMEl9JDWVlCZpuaT0Ik+C18nOztZjjz2mF154Qe3atdMLL7yg2NjY0369lJQUbd26VRs3btSSJUv022+/KSsrS8HBwWrUqJF69OihxmvXKjgoSE8OGKDdu3crISFB8+fP1yeffKIBAwZo0KBBeSZvb9y4sWbOnKmRI0fqxhtv1OzZszVw4MCyuH2fNWbMGP3www8aP358qUNmamqqVq1apa+//lqrV6/W4cOH841C91ggKcAY3dGzpzp27Kizzz5bF1xwgZo0aVLo6xtjNGrUKG3YsEF33XWXEhISVK1atVKVEQC8hd8EzVNqMjdLekrScmttint0+CuSqkvqJmnW6YRMTzh1r39+haT75Zp/c4OkSbmnUIL3y8zM1ODBgzV79mxdf/31GjVqVKknS7fWatu2bfr666+1dOlS7d27N2dkes2aNXXZZZepTZs2atasWc5rV9/m6iZcv3591a9fXxdddJGuueYaffrpp5ozZ44+/PBDPfTQQ7rmmmty+vBFR0frzTff1IgRI3TnnXcqJiZGvXr1KsN3w3ds375dL774ovr166crrriixOcdOnRIs2fP1gcffKD09HSFhoaqefPmat++vWrVqqVq1aopJCREgYGBSk9PV1pamuouXqyMjAw1qF9fq1at0tKlS/XKK6+oQYMGGjJkiHr06FFgjWeVKlX02GOPaejQoZozZ46GDh1alm8BAJQbvwiaBYTMsZI+z9VEvlzSVkltJN3hbj7/pJTX8ITMOnJNaTRUrumM9kv6q7X297K4F5SPtLQ09e7dW8uXL9ewYcM0aNCgUs1ZeeLECc2fP19z585VYmKijDGqW7euevTooebNm6tx48alqqWKjY3VXXfdpcsvv1yzZs3Ss88+q5kzZ2ry5Mk5A01CQ0P14osvasiQIerfv7++/vprnX/++aW+d193zz33KCwsTPfdd1+Jjk9OTtaMGTM0d+5cZWZmqnPnzurSpYtatGhR7DRVNdety7mmJB05ckTff/+9/vOf/+jJJ5/U5MmT9cYbb6hBgwb5zj3vvPPUokULvfLKK4qPj2fOVACVks8HTXfI/FqFh0y5R5SvlStoZkjqKumTXAN6SiLUGNNe0mhJ58lVk7lTUl9rbUIZ3Q7KSd++fbV8+XI99NBD+utf/1qqc9esWaNRo0YpJSVFDRo00K233qqOHTuqatWqZ1yus846S0888YRWr16tf/3rX7rxxhv14osv5qwUFB4erokTJ2rQoEHq06ePEhISFBkZecbX9RWrV6/Wl19+qaFDhyoqKqrY49etW6eHH35YJ06cUKdOnXT11Verdu3ap339qKgoXXnllbr88su1fv16zZkzRzfffLOmTJmitm3b5jnWGKP+/ftr/PjxWr9+vTp27Hja1wXLTwIVxafnzjDG1JcrZDaQtEkFhExjjOc9GC/pJ0nBkgYbY5qXNGQaY5pKelbSl3L1ywx3f38VKwFVPkuXLtUXX3yhoUOHljpkLlu2TPfff7/Cw8M1evRojRkzRpdcckmZhEwPY4wuuOACPfHEEwoPD9f999+v+fPn5+yPjY3VhAkTlJiYqHHjxpXZdSs7a63uvfdeRUdHF/tcs7OzNX36dA0bNkxVqlTRo48+qsGDB59RyMwtICBA559/vp588smc2tXjx4/nO+7yyy+XJH311Vdlcl2UDuEUmzdvVnx8PL8LZ8Cng6ZcNYt15arJHKdTQqbkGh3u/vagpB/d30dJutcYE2JK0F5lrf3JfY3jkr6X9JKkgdbaXWVyFyg3mZmZGjZsmBo0aKDbb7+9VOeuXr1ao0ePVr169TR69Gg1atTIoVK61K5dW2PGjFGTJk30j3/8Q0uWLMnZ17p1a1177bWaNGmStm3bVsSr+I+lS5dqw4YNuvvuu4sM/sePH9ett96qyZMnq1OnTnryySfVuHHjYl8/OztbO3bs0Lfffqt169Zpy5YtyixkkJBHbGys7rnnHp04cUJTp07Ntz8qKkp169bNWRgAQPnZvHlzRRfBJ/h007m1doExpq+kTEkrC1vJx33sUWPMS5J6yTXB+vmSAnLNoVng4KBcS1bOMsb8LmmPpF+Kuha817Jly7R7926NHz9eISEhJT7v5MmTevjhhxUTE6NRo0YpLCysxOcePnxYCQkJ2rt3r/bv36/mu3YpNS1NDz/8sFq2bKmoqCg1adJEbdu2zTcYqUqVKnrwwQf14osvauzYsWrbtm1Of7977rlHn3/+uSZMmKBZs2aVuDy+yFqrkSNHqn79+rruuusKPW779u267777dOzYMd18883q3r17sX0jPXOe/uc//1FaWlqefT3l+kCQlpZW6FKhjRo10sUXX6z33ntPAwcOzFdr2rp1a61evbpkNwrAMawWdXp8Nmh6+ldaa5eUpK+lu+Zyo6SPJfWXa13zkZL+UdQIdHcQ9VzrP2V5Dyh/v/32myTl6y9XnPfff18pKSkaPnx4iUPmrl279NZbbykxMVGSq0k8LCxMqenpCnIPMtmyZYvS0tJkrVVgYKC6dOmivn375ulfGBISovvuu0+PP/64HnnkEc2dO1eSqzasa9euWrRokay1fj2YZMWKFdq2bZsee+yxQmcOWLJkiZ566imFhYVp1KhRJVpp6cCBAxo/frxOnjyZ837Xrl1bmZmZSklJUfDSpdp/4IBGjRqlkSNHKi4ursDX6dmzp7755hvNnz8/3wjzRo0a6euvv1ZmZmap5+QEgIrms/9r5Q6WJelr6Q6Tx4wxKyR5ZrzuaoypZa39o6TXQuV24MABSSrV2uHJycl666231LRp0xI1sVpr9f7772v58uUKDAzUOeeco+bNmysyMlIBAQGq724Cv+WqqyS5mmT37Nmjn376SatWrdKaNWs0fPhwtWjRIuc1a9SooV69emnBggXasmWL/vKXv0iSOnXqpM8//1xbt24tdXj2JY8//riio6N19dVX59tnrdUbb7yhGTNmqGHDhnrggQdKtFb9li1b9Oabb8oYo969e+cbOe5p9k5NS1NAUpJeeOEFjRw5ssAAW7NmTTVr1kzvvvuuBg8enCcMn3XWWcrMzNTu3bvVvHnz07h7AKUVHx+veyu6ED7C1/tolpinL6a19p+Slrk3XyWpc4UVCuXOU+tX2ATcBfnkk0+UkpKiG264oUTHr1mzRsuXL9fZZ5+t22+/XZ07d1Z0dHSh61oHBASoYcOG6tatm2644QYFBwdr4sSJOnr0aJ7jLr/8cgUGBmr58uU52zp06CDJNXraX+3cuVOrVq3STTfdlK/52lqr119/XTNmzNBFF12kRx99tEQh8+eff9Ybb7yhsLAw3XTTTQVOT+QRWqWK+vfvr5CQEL388svavXt3gcf17t1bycnJ+vzzz/Ns9/T1TUhg8gqgojEoqPQImm6evpjGmEBJKyV5mstHGWNqVWDRUI48tYS//vpriY7PzMzU9OnT1bBhwyJXe/FITEzU7NmzFRERoQsvvLDUE8BHRkbq6quvVlZWVr51sENDQ1W3bl19+eWXOdsaNGigkJAQbd26tVTX8SXTp09XYGCg+vXrl2/ftGnTNGvWLF1yySUaOHBgiZqmDx8+rJdeeknBwcG67rrrFB4eXuw54eHh6t+/v4KDg/XSSy/l1JzndvbZZysmJibfoKCzzjpLEkETQOVE0MzFPagnS9IUuQb1SFJjuebEzD0VEnxUy5YtJanQWqdTLVu2TMeOHVPfvn1LdPxLL70kSerTp0+hNZjFiYqK0vnnn6+jR49q7969efa1bt1a+/btU2ZmpiQpMDBQcXFxfhs0rbWaPn26LrzwwnzrxH/22WeaOnWqLrzwQg0YMKBEfVhTU1P17LPPKjs7W3379i3VoK9q1arp2muvlSQ999xz+aYzMsbokksu0Z49e/T773+u7xAZGakaNWrof/9jpjQAlQ/B6RTGmEBr7X5Jk+Vao7yBpCck+mL6g5YtWyowMFA//fRTscdaazVp0iRFR0fn9IksysGDB3XkyBF16NAhz1rlp6Nhw4aSlCeQSK6+pVlZWToXaQ9vAAAgAElEQVRx4kTOttq1a2vXLv+caSshIUGHDh3SpZdemmd7Zmam/u///k9169bVbbfdVqLQn5KSojFjxig5OVk9evQoVT9ej4iICPXp00fp6el66qmn8o1S79SpkyRp8eLFebbHxcUxxRFQTmgeL1sEzVO4azQl6Tv9+f60N8Z0kajV9HVVqlRRXFycdu7cWeyxa9eu1YEDB0pcO7lq1SpJyjOI53R5+hGe2gQbGhoqSXmCZlRUlA4fPnzG16yMPO/5qR8EFi9erKSkJPXv379Ez+7kyZMaM2aMjh8/riuuuCIn6J+O2rVr64orrtCJEyf09NNPK/ekFtHR0WrUqJHef//9PNubNGmiXbt2qYgJMACUE4Jo6RCaCmGtXSHpn+4fm0m60r2dWk0fd/7555eoRnPixImqWrWqOncu2Xix5cuXKzIyskR9+ooTFBSkkJCQfAHSEzRPnjyZsy0mJkZHjhxRdrb//epu3LhRYWFh+WYDmDFjhmJjY0tUE3348GGNGTNGJ06c0JVXXlmivriSigyFcXFxOv/885WYmKhNmzbl2XfJJZfoyJEj2rFjR862Jk2aKCkpSQcPHizRtVF2CBXAmSFoFiDXakAr5FoxKFvSCGNMhworFMpNy5YttW/fPqWnpxd6zMmTJ7Vz50517ty5RAN6Dh8+rJSUFLVq1arQY6y12rt3r5JPnlTyyZPav39/ka8ZGBiYr+k10D3/pqePpuSaOicrK0t//FHkLF0+6ZdfflHdunXz1FpmZ2frwIEDatOmTbH9Mn/88UeNGTNGKSkp6tmzZ6HzYEqu5/fDDz9o6tSpmjp1qqZNm6Zffv1V6RkZBR5/zjnnKCwsTDNmzFBGrmPOPvtsSXlnCvCMai/JByDkR1gEKk6lDJru0eGOzT6da4L2T+VaUjJAUoqkov/ywyc0b95c1tp8/R9z27hxo7KystSuXbsSvaZnGciimlxXrVqlhQsXKjExUYmJiVqwYIHWr19f6PElDZq1arkmTSjqfnzV9u3bVadOnTzb9u7dq7S0tJzR3IVZvXq1Xn31VQUHB+v6668v9viVK1fqu+++y7d93759+uGHH/JtDwgIULdu3ZSamppnLfPo6GhFR0dr4cKFOdsImgAqq0oZNN2jwx3trOQeFGQlzZaUIOkqa+0+J68J7+BpTi1qlO++fa5fhbp165boNXfv3q2goCBFRkYWuP+XX34pMIysX7++0KmWAgIC8tW6empXc2+vV6+eJP8MKYmJiflGmyclJUlSkfNlpqWl6Z133lH16tV1yy23FPrcPHbv3l3kmvLfffddgTXKDRs2VHh4uJYuXZpne9OmTXNWjJL+/LBQXC03gDND7XfZqxRB0xgTaYy5whjzgjHmLWPMe8aYocaYi045rszuJ9egoJWSLrPWbimr14Z3a9OmjcLCwrRlS+GP3FOTWNL10Ddu3Kjw8PACm2pTU1PzBY3clixZkqfPpUdERERO4PXwlCc1NTVnm6cmzt+mx7HW6siRI3mW65SUM1dmUZPyr1ixQhkZGerevXuxXSPS0tL0xRdfFFuejz/+uMDtTZo00fHjx/N8OIiOjtaxY8dy+tVWrVpVgYGBfjuoC/A2BNKS8/qgaYxpIGmupJmSRkm6S9KNkl6T9LUxZpIx5jrJNVDHPeF6mbHW/m6t3Vv8kfAVgYGBatOmjdauXVvogI7SrBxkrdXJkycLbTbfuHFjsa+xYcOGfNsCAgLyDfDxBM2UlJScbaGhoapTp47fTfh95MgRZWVl5QuantWBTu12kNvixYsVERGRr9m9ID///HOJy5RRQH/N2rVr5/TP9YiKilJWVlbO6k/GGNWoUYOgCaDS8eqgaYw5S64BOb0kxUo6Kul3SUckeaoZ7pX0kjFmguSqiSxJzeapfTyd7POJyueBBx7Qzz//rJUrVxa43zPyuCT9Hk+cOKHs7OxC587cvHlzsa9RULOstTZfDamnj+apQbhevXoFNs37Ms+zqV27dp7t9evXV2BgoPbs2VPQaZJcgb2ko/SrVatW4jIVtPJQQTWsBfW1DQ4OLnKAGgB4o+LXW6sg7mUf35XURNI2SW9L+ljSMUmhkoZL6iKpq1yr9zxsjGkq6eZczd6FvXag5xhjTB1r7X6n+3yWi507pRKuUIOi3ZqdrVrBwar+9NNq2qZNvv2NMjJcS0bNnZvTf64wKampaiEpNiFB1U4JplbS1accf77764JTr7lkSZ6fbzh4UJkZGTr79ddztqWlpamDpJZz5qhWrub4N3//3VU75ke/H7UOHNACSe3ffVfVP/ssz77FQUEy33yj5vsK7nbdLiREBw8eVMPFixVQzGfQ7OxsDS1k36nPslEBXSRSUlI0TFKzDz9U1apVXecdPqybJZ331FMKcdfAzklKUuznn/vVMywLNHECFcvrajRz1SwOkHSOXCO9J0iaZq3dJemotfZ3SY9LGiop98LA/SV9bIyJcr9WvvszxphcIfN5Sa8YY9o6dT+onAICAtSgQQMdPnxY6QU0sQYFB6tKSIiOugeWFCXT3VzqqaXK4ww+32RkZORbAjHb/XqnTkIeHBysjFy1Y/4g6ehRGSknvOUWExur1JSUPDWGuVV3z3V66jKRBTndpUQ9CnpmOZ97aWgByg0fSpzhdTWauWoWu0uqKmm3pC+stcfd+zPdYTFd0lZJQ40xBySNkauCqI+k2caY69zHBuau4fS8vjHmWUmPyDVtUaIx5i1rbfGd5bxZs2bSp59WdCl8RtiuXbqmWTPd2aaN7r333nz7F86apUmTJumZm24qslZz3bp1mj59um685JJ8/QUlaerUqXl+9tR+XZNrW5MmTXTFFVfk/Jydna23335bl3XpohtvvDFn+4YNGzRlxw698/jjeebsfPnll7VgwQKd8KPfj1s7dlRyq1Z6Z9KkfPt++eUXXX/99bq6adNC16kfPXq0jhw5opuuuqrIEeqS63ls2LAhX1/a3M/ylltuKfB1Nm/erNWJifq/YcNymuEXL16sjz/+WN++/HLOJPy39emjPj176q233irmzk9BWAUcER8frylTplR0MbyeN9ZoBhhjYiR1dG/a4F57PEeusBjg/nmspEclZenPsPlv9758fTbdr99Grj6fYXL187zDGFOyIcTwC02aNFG3bt304Ycf5hlc49GrVy9J0po1a4p8Hc+Icc8glNMtS26eEcmeqYs8PNPfeOZd9MjMzCywf6CvysjI0A8//KAOHQpeY6FRo0Zq2rSpli9fXuCzlaSHH35YxhgtWrSo2P6aAQEB6tixo6677rp8S4xGRUZq0KBBhYbVY8eOKSgoKE9fz5SUFAUEBOT5ncnIyCjR4gAoe9R0AafP64KmXEHR6M+yFdoM7h5l7gmbL8jVnO75+N7fGPOC57hTzjsk6WFJ89ybsiVNddeSAjmefvppHTt2TIsWLcq3r1atWmrYsKHWrl1b5Gt4RhoXFvQuu+yyYsvRqFGjPD97Rjq3bNkyz/bvv/9etWrVyrfMZUJCQrETjvuSX3/9VWlpaUWuK+9Z8WfevHkF7o+KitIdd9yhY8eOaeXKlSVaZ7xmzZrq1q2b/va3v2nAgAFq2LChIiIiigz5e/bsydcFIjk5WaGhoXkGe6WkpJRq4BEAeAOvC5ruudgTJW13b+pmjGlV2Brjp4TNFyU9nWv3jcaY6ws5b6eklyVNltTGWvtjmd0EfEbXrl3VqlUrvffeewUGjeuuu05//PFHkdPOeEYTF9aXr1mzZurWrVuh5w8ePDhP/05rrbZs2aKIiAjFxsbmbD98+LD27NmjG264Ic/5qamp2rp1a04NrD/wBPGiJtRv27atbr/9dn377beFjsjv3LmzevbsqR9//LFUo/aNMapevXqxA4kkV4Bs2zZvN/Hk5OQ8fUuzs7OVkpKS7wMEAHg7rwua7tUlgyTtcG8KljTYGFPw3DDKFzafkuTpNNFIUqHVRdba/0ka7v4K5GOM0YgRI7Rr164C50u86CLXmgE//lj45xRPrVRRc2+2aNFC11zzZ6/MalWr6sILL9Tf/va3fIOIdu/erZSUFF177bV5tntqVq+88so827/99ltlZmYWGWZ9jWdVnRo1ahR53JAhQxQbG6vp06fr4MGDBR5z7bXXKiYmRqtWrdIvv/xSpuVMTU1Venp6vkCcmJiYp5YzOTlZUvH3AwDexuuCprtGM1PSm5KSJVWRdJWkdlLh813mDpuSJkr61v39MGPMJUVcL/8MykAujRs3lvTn0oW5xcXFKSQkpNBlIqU/l4A8dOhQkdepU6eOhgwZokZnnaXY2Fi1bds23zyZaWlp+uqrr1StWjV16dIlZ7u1Vl999ZUaNGiQZ2J4a63efvttnXXWWerRo0fxN+sjPF0Kdu/eXeRxVapU0ZQpU2St1SuvvFJgf82AgAA99dRTCg8P17Jly8p00vQDBw5I+vN3zOP48eNq3bp1zs+e352STCAPoPToh+scrwuaufwgabqkdLkG7jxjjIm01trCVv/J1by+U66lIyUpQ1J7iUnZcXo8E62fOHEi376AgADVqlVLO3bsyLfPw9M38kzXqbbWatWqVcrIyNDw4cPz1HTu2rVLhw8f1p133pnnnHXr1ikhIUFjx44teHolH9W6dWsFBgaWaNnNRo0a6dVXX9WRI0c0adKkAmueQ0JC9MQTTygwMFALFy4scEnQ07F//34ZYxQXF5ezzVqrEydO5Jlo3lPbeurgLwAVi4BaPK8Nmu5azYly9dXMltRN0jvufVmFhU331EcZkiZJOixX03u3cigyfJSnlquwEb9du3bVH3/8UejI5IiICNWoUUPr168vtoatMMnJyfroo4+UkJCgXr165RsctHLlSgUHB+drNv/ggw9Uo0YN/fWvfz2t61ZWVapUUYcOHbRkyZICl308VceOHfXII4/op59+0vvvv19gf9yoqCiNHDlS6enp+uijjwodrV5SWVlZ+vHHH1WjRo2cpUMlV+1lZmam6tevn7PN02R/as0nAHg7rw2akmSt3S1pkFwj0SWptzHmE/e+rIJqKN01nsFyzY/pmW35hGef86WGr1m3bp0k16CdgrRs2VIZGRmF9vGTpHHjxuU0vW7atKlE4UdyBcwtW7bo3//+t44cOaL+/fvn6cspufr5rV27Vr169cozKnnfvn366quvNGzYsJy5GP3JP/7xDx04cECffPJJiY6//vrrNXDgQK1YsULffPNNgcfExcXpwQcfVGpqqj766COlpqaedvkSEhKUnp6erxbaEyrb5FqRKiEhQREREX41cwAA3+D1E+tZazcYY7pJ8vzP39cY86mkgdbaApdlsdZmGGOqSvL81T3qfEnhq1auXKmzzjpLMTExBe73TKGze/fufOtqe4SFhemZZ57RuHHjtGbNGq1du1bVqlVTvXr1VL169Zz5Eq21OnL0qLIyM/XOO+/kNNHWqFFDI0eOLPD1169fr4yMDPXr1y/P9vnz50uShg0bdno3XsldeeWVateund566618IbwwDzzwgFauXKl///vfiouLKzDYtWzZUvfff79ef/11zZ49W+3bt1fLli1LPFDHWqvdu3dr9erVCg8PzzOxviTt3LlTgYGBeT7YbNu2Tc2bN8/XZxcAvJ3XB01JstauNMZ0l/Sle1MfSfONMaMl/WCtPeEeCGTdNZrVJF0nKVzSAUlLpJxmdWo1USrbt2/P11SdW4sWLRQREaGvv/46zwCdU4WFhWn8+PHavXu31q9fr7Vr1+rnn39Wenre6VuPydX3MyQiQj179lS7du1Ut27dQkPGl19+qejoaLVr1y5nW3Z2thYvXqzOnTv7bS2YMUaTJ0/WhRdeqOnTp2v48OHFnhMQEKCpU6eqf//++uc//6mnnnoq3xyXknT22WfriSee0KRJk7Rx40Zt3LhRgYGBCgkJUUhIiGJiYlSlShXdevSoAgIDtWPHDmVkZCg9PV1bt27Nmb7owQcfzPNcMzMztWrVKjVr1iynq8b+/fu1fft2Pf/882X35gBAOakUQVOSrLVfGWMulrRCrknZu0maJukzY8wMzxRFxphYuaY0uktSqKRVkta5X4OQiVJLTEzM04x5qoCAAF1//fWaOXOmkpKSiq3Zaty4sRo3bpwz32VGRobScq2n/peZM2UkTbjvvmLL9vvvv+u3337TvffemyewbN68Wfv27dOECROKfQ1fdsEFF2jw4MGaOXOmrr76ajVt2rTYc6KiovTqq6/qb3/7m958802NGDGiwJBfr149Pf/88zp69Kg2bNiggwcP6ujRo9q5c6f27dunjIwMJbnXUv/yyy9zzgsNDdVdd92lTp065ZtbddOmTUpJSdE999yTs2358uWSXE37KJ2yHKjBcoO+iwE9zqo0QVPKqdnsIultSS3lGo3eRK71zpdJOiLpXEk1JTWQtFfSEGtt4Z3ngGIYY4qd0ubqq6/WzJkzNXPmTD3wwAOlauIMDg7OM9CopGdmZ2drxowZCg0NzRdCli9frpCQkHxzbfqj8ePH64MPPtBLL72kf/7zn4VOnJ/bOeeco/vvv1+vvfaaVqxYoe7duxd6bGRkZKGrO/3l9deVlZmppwcMUJUqVRQaGqoqVaoU+PuRkZGh+fPnq0aNGnlqxlesWKEmTZqoefPmJbhbAPAuXj0YqCDW2vWSrpVrRZ9kudYqj5DUX9JgSR0kxUjaKOkya+1PFVRU+IghQ4bom2++0Z49ewo9plGjRho2bJi2bduWp/bKScuWLdPvv/+u0aNH51tHe+3aterQoUPO1Ez+LDY2VhMmTNC6dev0r3/9q8Tn3XrrrWrWrJnef//9AifrLwkj19KjtWvXVmRkZL5lJXP76KOPdPDgQY0bNy5nKqo//vhD//3vf/MNGALgPagRLVqlC5pSzmj0UZIulTRT0teSEuXqj7lU0lOSrrHWJlRQEeFDPM3Sb775ZpGr+9xxxx1q1qyZ3nvvvZxm9JLKyspScnKyDh8+rIyMDGVkZio5ObnAaXaysrK0ceNGffzxx2rRokW+pSVPnDihn376Sb179y75Tfq4+Ph4de/eXa+//rq2bt1aonMCAgI0ZcoUVa9eXW+88YaOHTvmWPm+//57LV++XAMGDMhZbUqSli5dKmutbr75ZseuDQBOqlRN57m559ncYIyJd48yryMp21r7B4N+UJbq16+vxx9/XE8//bRSU1P17LPPFjhdUGBgoN555x1NmTJFs2bN0qpVq9SwYUM1bdpUUVFRyszMVEZGhk6cOKHjx48rMTFRycnJOnnyZJ4BQZ7eoA899JACAwMVHh6u8PBwxcbGKiAgQD/++KNSU1MVGRmp119/PV8N2caNG2WtVdeuXZ18WyoVY4zmzZuntm3b6pFHHtHs2bMVHR1d7Hk1atTQpEmTNGjQID333HMaMWJEoTMLnI7MzEwtX75c8+fPV4MGDXRfrn65J0+e1Jw5c3TuuefmzGwAAJVNpQ2auWS6vx5Qybu3AaUybtw4xcTE6MEHH9R9992n119/vcCwGRQUpHvvvVf9+vXTkiVLtHDhQq1atSpnsI8xRmFhYQoPD1dcXJxiYmIUFRWliIgIVatWTWFhYWr+3nuStRrRt68SExOVmJioQ4cO5YxQv/LKK3XppZeqS5cuBZZhw4YNCgoK0gUXXOD4+1KZREdHa8GCBbrooos0aNAgvfrqq3lW5CnM2WefrSlTpui+++7T888/r3vuueeMg19qaqq2bNmiDz/8UEeOHFGzZs00ffr0nGmuJGnu3Lk6fPiwFi1adEbXAoCKVOmDpqfm0v019/dAmXrggQdUu3ZtDRgwQEOHDtULL7ygWrVqFXhsgwYNdPfdd+vuu++WtVZpaWkKDg4u0TKQdb76SpKrj+DpWL16tdq2bauqVaue1vm+rGPHjvryyy/Vp08f3X777XrooYfUr1+/YgdvnXPOOXr33Xc1aNAgvfzyy2rZsqWuvvrqAue2TE9P1/Hjx3X8+HGdOHFC2dnZWr16tZKSkpSUlKQdO3bo999/V3Z2tmJjYzVp0qR8Hwr279+vOXPmqHv37urcuXOZvw8AUF4qfdAEytPNN9+s4OBgDRw4ULfddptefPHFPPNXFsQYU24r8+zcuVMJCQmaOHFiuVyvMrrgggu0adMm9e/fX88++6y++uorPfHEE4VOyO/RoEEDzZ8/X++++65mzpypl19+WaGhoQoLC1OVKlWUlpam5OTkPN0gPPFxxowZklwzDERHR2vgwIHq3LmzzjvvPAUF5f1vOCsrS2PGjJEkvfXWW2V34wDyYSCP8wiaZ4C+oP6pf//+Wrduna666ioNHTpUjz/+uPr06VPRxZIkffbZZwoMDNQtt9xS0UXxag0bNtSaNWv02muv6dFHH9Utt9yisWPH5hmIU5Bq1arp7rvv1sCBA7VkyRL973//07Fjx3TixAmFh4crOjpa0dHRioqKUlRUlM6ZNUsBgYH6aMwYxcTEqGrVqsXWns6YMUP//e9/NWvWLNY2B1DpETTPQO6QSej0L23atNHGjRvVo0cPjR07Vv/973917733KioqqsLKdPToUX300Ufq1q2batasWWHlqCwCAgI0YsQI9ejRQ/3799eIESM0bNgw3XXXXcWGwdDQ0BLNURrx8ceSVOLVmT799FNNnjxZvXr10m233VaicwBUPCb0L1ylnN6oohhjqhtjzjHGjDTGPGaMecoYc6kx5ixCpv+JiYnRmjVr9Mgjj2jBggXq27evJk6cqL179xY4LZGTrLWaMGGCUlNTNWnSpHK9dmXn+dDQs2dPvfHGGxo9enSelZrKw9GjRzVmzBiNGzdOHTt21EcffcS65l6IZlag9KjRLCFjTH1J/yfXhPDNcu0aLinTGPOEpJXW2h/cx1PD6QeCgoI0fvx43XnnnXrmmWc0Z84czZ49W3Xr1tU555yjFi1aKCYmRjVq1FBQUJCCg4NzVqbJzs5WWlqa0tLSlJWVpcDAQAUFBaneyZMFrq9dGGutpk6dqi+++ELjx49X69atnbpdnxUWFqZFixbpxRdf1COPPKLk5GRNmDChVM/hdKSmpmrhwoWaNm2ajh49qrFjx2r06NEKCQlx9LoAUF4ImiVgjDlL0jL9GTDT5BrhHiTJs7D165JWGGPmWGtnW2stYdN/tGrVSnPnztXYsWO1dOlSzZs3T+vXr9eSJUtK/VpNJQUGBOjJ+Hh17dpVF198seLi4gqs4dqzZ4/efvttffLJJ7rjjjv08MMPl8Hd+CdjjP7+978rJiZGQ4YM0dChQ/Xaa68pMjKyzK/1888/a/HixZo3b56SkpL0l7/8RcuWLVP79u3L/FoAUJEImsVwTwT/oVwh80dJ8yTNl6vbQaSkh+Vadz1O0mWSOhhjGltrxxE2/U+LFi3UokUL3X///ZJcq/Ts27cvZ8Wf9PT0nGZ1z5yaYWFhCgwMVFZWllJTU1Vv6FAlJSXp2LFjmjhxoiZOnKiYmBi1atVKzZo1U0BAgDIyMrRt2zZt2LBBkvToo4/queeeo7m1DAwePFgxMTG65ZZbNHjwYE2ePLlM+rweOnRICxcu1NKlS5WQkCBjjC666CL94x//0EUXXcSzA+CTCJpFMMYESbpXrubyXyU9I2mRtfaYJ0AaYzZIukLSEPfXKEljjTHVrbWjyjpsGmNWFLbvvPPOK4tLoAyFh4erefPmpTupYUOpYUMlfPqpfvvtNy1atEirVq3St99+q9WrV8sYo+DgYNWpU0fPPvusbrvtthIPNkHJXHvttfriiy901VVX6c4779TLL7+sVq1andZrJScn65lnntHixYuVnp6utm3b6tVXX9WNN96oevXqlXHJ4UF/SsA7EDSLYK3NNMZcKFft5W5J/7HWHnPvs8aYAGvtUWPMR5K+k6sP503u0x9yB8yR1GzidDVs2FDx8fE5fzSttdR8lZOLL75YK1eu1FVXXaW7775bf//739W3b98Svf+ZmZn65ptvdHLzZh1NStKSrVs1aNAgPfjgg2rZsmU5lB5AcfgwUj4ImoUwrr8mrSR5Jtb7xlp7MPcx1trsXF/3SrrFGJMq6Xb3ISOMMcettU+VVci01nYrbF/Hjh0Jsj6OkFm+2rdvr40bN6pPnz56+umn9dlnn+m+++5T27Zt8z0La6127typzz//XAsWLNChQ4e0NCRErVu10p5vvy12QngA8EUEzUK4ayE9P2ZJCpckY0ygtTbr1OPdtZvZ1to73efdLteAoQeMMT9ba2eWT8kBlKU6depo3bp1mjZtmh555BHdddddqlWrls4991zVrl1bJ0+e1NGjR7VhwwYdOnRIAQEB6tq1qx5++GFdMWWKAoyRCJmAz2MuzYIRNIu2R66+mU0lXWWMecZae6SgA6212Z4Q6g6boXI1o9eQdJsx5r/W2k3lV3QAZSUgIEDx8fG6+eabtXDhQi1cuFDLli1TUlKSqlWrpmrVqqlHjx45/3L6Xk6dWrEFB4AKRtAshPmzOvOAXEEzSlIfY8y/PE3mp7LWZnlqNiWNkBQt1wChS+Vqgt9EX02g8oqMjNTAgQM1cODAii4KAFQKrAxUCOtyTNI/3ZtqSxooKUJyNaEXcp4nhO6XNFmuQUQBkp42xsQRMgGg8mIACVA6BE0VHhrdVktaKld/yx6SXpJyai8LPc8dKJfLNfem5Ko9blbY8QAAoHLjg0h+fh00jTE1jDH9JN1jjGlb0DHW2t1yTdCeLFfYHGSMecG9r9Cw6W4iPyppgqQMSdUlXe7ZV+Y3AwAA4GX8NmgaY+rK1bQ9RdJrco0OjzrlGCNJ1tqpkqZLMnKFzVHGmGfd+woMm555NiUdlStoSq6lK0XzOQAAFYeax/Ljl0HTvXb5Ykk3y9WkvUXSu6eOKHeHxUD39w9JmqU/w+ZoY8wE97580x25t2dLSncfLw2zsWoAACAASURBVEmZZX83AAAA3snvgqYxpr6kzyW1k7RT0iuSrrHWfllQk/YpNZbxkt7Vn2HzYWPMNGNMhOdcY0xgru+rSbpeUjVJv8jV15OmcwAA4Bf8anojY0ykXKPIW8g1SOcZSUvcy0h61i7PmX7I8707bBprbboxZpBctZR3yBU2B0tqIGmOMWaxp1bUfa1ukm5wX36LXMGWpnMAcBDNooD38IugmSs8XirpfElJcvXN/Mxae9xdw2jkntXIc96p3xtjgqy1aZLuMsYclXS3pKqSespVQ/qoMWahXAOHLpJr/s1mck38PqKwyd4BAED54INI+fKLoJkrMPaVVFfSNknzc4XMAHetZaykepL6yTVfZpqkjZLWWmt/tdZmGmOqWGvTrLUjjPl/9u47PKpqa+Dwb6cRSEgIBIl06U2qcpHeCaA0QemCoIBX5RNFFFSQFkBEEJEmSFOKVEFKQJoUuUgTjUhHIDSBUEJ69vfHOTPMZDIhgQBJZr3Pw5Pk9JPkXlfW3nstdQRoBzQxr/skUBawDLVr814vaq1PPJq3FUIIIYTIGFwi0DSDyexAVXPTfK31WZuFPglKqXLA5xiBYuEkl/hVKbVeaz1cax2jlPLWWkdrracrpTYCzwFvAXmBIhi90fcAu4ApWuszD/0lhRBCCPHYSc9zey4RaJrD3n44FkxXZpayEsYq9CBzezwQDWQDPIEaQA2lVEmtdTetdbRSyktrHau1PgmcVEr9hDH8XhhIBP4APLTWcQghhMgyJJAQIvVcItA0RWPMzfTByDhiBpklgJUYQeZBYCuwCogC6gK1MIbSAboopTCDzVibvuYAN8wh+us2C4uknJEQQgghXJbLlDcyu/Scxcg6vqSUymfu6oUx3L0P+Aj4WGu9TWv9P631eKAT8JnNpToppQab10y0ub7DIiJZXS6EEEIIV+YSgaZSys3s0mOZK5kPKGd+3tD8uALYprWONM+xdAWK1loP4m6w6QY0UUrlfSQPL4QQQgiRSblEoKm1TjSzj5MxVpIXAoaYWc28wC3gO0uQaZ5jqaVp+R59Cqw2P68HPPOIHl8IIYQQIlNyiUATrBnKo8BPGIt9GgLfA09g9iJXSjnMWbUMj2ut7wC7udtGspjNdYUQQgghRBIuE2iaHX7+xWghaQkWq2CUPfIDntBaJ7t4xyaY3IqREcU8T+ZhCiGEEJmEFGt/9Fwm0LSZc7kMGGluzoWRzfQA3nI279ImmPTF6AQExnC7EEIIIYRwIl0DTaWUh1Iqn1LKMxXHllJK1U3P+6fELDfkZn4+mruLe7zMj3WAlkopn+TOV0rlBFphrFo/gjEEL4QQIgORjJXICOT38K50CTSVUoFKqQXATSAcuKWUWqGUejqF0z4EtqTH/VNLa51os7jnA2C8ze4iwHtAB0tm0zJnUynlCzQw/wH8jvGuQgghXJAEEkKkzgMXbDczgNuB0hjZPjCyhK2B5kqpd7XWUx70PunFZnGPBt5XSkUCQzH6kpcDPsEoXzQZuGK2qewEtAHKA6eBwVprCTSFEEIIIVKQHp2BBgBlgAPAf4FDGCuy/w94FfhSKVVAaz04He6Vbizde7TWnyqlzgFvYgTLRc1/HYAIwBtjbibAP0ALs+2kEEIIIYRIQXoMnb+IMYzcQmv9q9Y6Smv9p9b6NeAFjLaPg5RS09KrFJAyPcg1kszZnAX0w8hmXgPuYAThgRhB5glgKdBQa33kQe4rhBBCCOEq0iOjWQLYrrW+lHSH1nqtUqomsB54DcillOrqrIxQaqVXSSFzzqYls/kr8KtSahFG2aNnMUoZxQFrgbNa6xvpcV8hhBCZX58+fZg+ffrjfgwhMrT0CDQTSGFhjNb6iFKqFhCKMRydUyn1YlpuoJTKhdGJpymQByPLuAX4Q2u9w+Y4N9v+46lhG7Sa558DznG3C5AQQgghhLgP6RFongYqpHSA1vq8Uqo2RmYz2Px4NTUXV0oVBKYDlYD8NrvaAJ5KqSnAZq31CjND6a61Tkj7a9xdKGTJct7PNYQQQgiR8UilgMcjPeZo/gaUVUqVSukgrfV1jLaPW4G6GIFiipRShc3jm2PMl4zAyDZeByy1Ov8LjFdKjTXvk2BTwiilaytnX0uQKYQQQgjx4NIj0FyNUdbonXsdqLWOxAgaV3K3FFKylFJPYLSLLAaEAYMxhs+rYmQ3Pwd2moc/BQxUSi01M5opDp+bx2jz8yDz2SS4FEIIIUS6kAyqIT2GzjdgLPSJS83BWutYpVR7jHJCAUn32wxbd8IIKC8CY4GVWutbSikPrXW8UmoIUBJ4C3jdPL0dsFIp1V1rfT25OZvm9RPMz0OAokqpUVrrP+7j3YUQQgghhBMPHGhqraOAWWk8JxH40sk+S2axAUZf8VPARq31LXN/vBksxgJ/An2VUpeAjzGKrrcE5iml2prH2s3ZtMlkjgQGAVHAv0qpWVrrg2l5DyGEEBmHZJCEyHhSPXRumQP5sCml3JRSeTCGyQH2a60v2h5jEyxa6mAOxWgpmcDdYHORuc9hzqZ5/fIYcz6zY8zzfEUp5YUQQgghhEgXaZmjOVApNcdsyfgwaYz5m5ZnC4C7QaXdgTa9y7XW44Ah3J372U4pNc5yXJLzrgIDMYqwAyQCM8wsqRBCCCGESAdpXQzUDfhRKZX9YTwMGNlKrfW/gKUDT32lVBlnC3ySBJufAcNtdndwVrNTa30cY0HRNKC81vqvdHsJIYQQLkGG64VIWVoCzTUY2cJg4GelVO7UnqiUaq6UOpDKY5VSygM4Zm7yBHoppXI6OydJsDkMo+4mQBGMkkrOzvsb6G9+FEIIIYQQ6SgtgWYb4BuMYPM/wA6lVKGUTlBK1VBKbcUIUium5iZmRjMemApEAtkwgtuK5jWTLYtkG2xiLDSydAzqp5Sqm8L9UrVaXgghhBBCpE2qA02tdaLW+nWMoWkFlAZ2KaXKJz1WKVVWKbUCo85lHe5RM9OJPzAC21iMhTsjlFK5tNba2TxRm+H149ytsRkHVDaf636eQwghhBCZmExxeHzSXLDdHJp+HWMBTQHgF7O9JEqpgkqp2cDvQCuMAFMBu4DGabxPPEZm8oh5r/rAAnNfgrNg0yx9FAdMBq5hDL3XT8u9hRBCCCHEg7uvzkBa62+AtsAdIBcQqpSaAxwFXgHcMQLMfUBLrXVtrfWW+7jPKeBVjJXoAC2UUqvMfQnJZSjNjKcnRn3MW+bm25Z9aX0GIYQQQoj7IZnUB2hBqbVeA7TAqF3pjbEi3RsjwPwDeFFr/azWet2DPKDWej/2GckXlFKrlVL+zgJHM6OZA/AxN0U8yDMIIYQQQoi0u69AUynlrpR6DZhvXsNS+1IDc7XWFbXWK9LrIbXWOzE6BVm0BFaYi418zWdys2Q4lVI+GBlXX+ASsN7cLnM0hRBCCCEekTQFmmbpoe7A3xj1JwtiBJgR5j8FdFVK9UvvB9Vab8NYWJTA3TmbM4GPlFKlzcVKWikViBGI9sTIsIYBe81ryNC5EEJkQTJEKUTGlJYWlC9jBG3fAk9hBJXRwFigGFAPCMeYn/mVUmpEej+smdmsgdHj3LIa/S1gj1JqqVJqJrABGA9UMZ/nda31lfR+FiGEEAIkyBUiJR5pOHYhd4fI44HZwKda6wvm/sNKqZoYgV5pYLBS6kmMQC/Zrj73Q2u9TynVBugP9MKYh5kdaGdzWBRwEOiotT6RXvcWQgghhBCpdz9zNH/AaNnY1ybIBEBr/Q9QC9iDEZD2BFamd8tKczX6exhZ1DnAduBfjPmYG4BhQCut9dH0vK8QQgghhEi9tGQ0fwY+0FrvS+kgrfU1pVRDjIC0BcZ8yZ+VUs9rra/d/6M63Cce2K+U6qO1jlNKBQGJWuvLZi1NmY8phBBCCPEYpaUzUJN7BZk2x0YBrYG53G1ZuTPFk+5fvPnxEkZWUwghhBACkDm0j9t919G8F611gta6J8ZiIQWUekj30ZaPlrmgks0UQgghhHj8HlqgaaG1/hBj4Y4Ef0IIIYQQLuShB5oAWuvJQKdHca9HSSn1SL5/QgghhMicXH3o/pEFSlrrHx7VvR42pZQ/gNY6UYJNIYR4vDLCf8gzwjMIkRFJkJRGSqmiwC9KqSlgBJuP9YGEEEIIITKotJQ3cnlKqSLADiA/cM1sffn3Y34sIYQQQogMSTKaqWRmMi1B5mFgInDmMT6SEEIIIUSGJoFmKliGy4ECwO/AJ8AGrXX0Y3wsIYQQQogMTQLNe0gmyBwKhJpF6ZM7Xj2yhxNCCCGEyMBkjmYKUhNkJm13afv5w2iFqZTa6mxftWrV0vNWQgghRKYm1QAePwk0nVBKPYURZOYHDgCjsAkylVJu5opzL6WUF/ACkB3ICewFzmitzz2WhxdCCCGEyAAk0EyGUqoQsAcIBG4CX2utl5v7FOCmtU5QSpUA3gbqAU/bXOImcEMp9R6wTmt9O72eTWtd39m+Z555RrovCSHEY9KnTx+mT5/+uB9DiAxF5mgmLy/gbX7uB/RRSgWZX3uZQWZF4EegL0aQmWDujzPPKQQsBAaa2VEhhBDpTIZGRWbgyr+nktFMwpxXuV8p1RhYBBQFngFWKqVe1lqfUUpVAX4GcgGXgLPAd4AXxvB5LyAI8AQGm9f9LD0zm0IIIYQQGZ1kNJPQWmsz2PwfRn/20+au6sD3SqnnMGpo5sKYizkECNZaT9Jaf6a1Hg7UAOYCFwF385jmIKvShRBCCOE6JNBMhk2wuQf7YPM5YAVQBzgEDAO+11pfU0q5AyilPLTWFzCCy58whtLdgPFKqQLpvQpdCCGEECKjkkDTiRSCzbwYmcppwBZL0XatdYL5Md487wpGYfdL5nn+QJFH+ApCCCGEEI+VSweaSqncSimn81STCTZPAAr4E1jhrDOQeZ4ls/ktdxcIPWveV4bPhRBCCJHluWygaa4EPwtMSUOw+QpwFBiltb6cUsCotY43P43GWBQEcM1yzfR4ByGEEEKIjMwlA02lVDFgC8YK8deAsakMNncBjYB9lu0p3MPd/DQOsBwnq86FECILc+UyNhmN/CwyBpcLNM2AcglQmLuB3zvAmHsFm+bH81rrW/e6j1lr8wmgC8Zw+x6MuptCCCHSgQQSQmR8LhdomkPa280v3TC6+AAM4B7BZloopXIArTH6pEcCG8ztMj9TCCGEEC7B5QJN0xnz4y5grc32dAk2zSCzEdAPo43lH8BMrXWCzM8UQgghhKtwqUDTJpu4FYjHWAneHaNUkcUA7jFnM7lr2nzMB3QGhgOVMUohvaK1Pp8OryCEEEKITMhVp3q4VAtKm2ziKeACRrefSlrrN5RS3kAPc/87gFZKfWCzejzFa5oLhqoCHwA1gfwY5ZCe11ofTfeXEUJkONHR0Rw+fJjz588THh5O89OncXd3539Ll1K0aFGKFy9OQEDA435MIYR4ZFwq0ATravBIjOHsQkAtYJ/W+lWlVCLwqnnoAPP4D7XWcebneTBiymtJrlkGIzh9BaPfeQzwC9BTa33y4b+VyOgSExM5duwY+/fvx8PDgwIFClC0aFHy58//uB9NPCCtNZs2beK7775j6dKlREZGWvdZVv916NDBui0wMJB69epRq1YtWrVqRfHixR/xEwshxKPjcoGmpYOPUmonRv/xqjb7epsj4LbBpgLeNYfE3wGeUkqN0Fr/YXPeEaXUcYwgcz/Gwp+vZbhcHD58mPHjx7Ns2TK7AMSicOHCNGjQgDp16tC0aVMKFSr0GJ5S3K+jR4/SvXt39uzZg6+vLw0bNqROnTrkz5+fwMBAqg4bRmJCAt+/8w7h4eGcPXuWo0ePsnv3bpYtW8aAAQMoV64cXbp0oW/fvuTOnftxv5IQQqQrlws0zXqYmrsLgmoqpXICt7UhabD5jlLKBwgHXgKKmpfpZJYwUuZ5nymlTmEMlx/VWjtGFcJlnDlzhi5durBz5068vb1p1qwZlSpVomzZsmituXz5MmfOnOG3337jxx9/ZO7cuQAUK1aMn9zcyF+gAH6P+R2Ec1prQkJCGDZsGF5eXrz33nu0a9cOLy8vu+M8PT3B05NSpUpRqlQpu30XLlxg06ZN/PzzzwwZMoTRo0fTv39/3n33XQk4hRBZhssFmjbzNLdidAbKCTyptT6qlPLUWsclE2y+jlEGyQ8jQH3fpre5Vkq5myvKlz7KdxEZ04YNG3j55ZeJj4+nX79+tG/fHn9/f7tjSpUqRe3atenSpQtaa06cOMGvv/7Kzp07Ob53L8eOH2dAyZIMHjyYLl26OAQw4vGJjY2ld+/ezJ8/nyZNmvDuu+8SGBiY5us8+eSTdOvWjW7dunH8+HFmzZpFSEgIs2bN4qeffqJatWoP4emzjoy8sKJPnz5Mnz79cT+GEBmCS606TyIeo2tPPqAugNY6zrLaXGvdG1hkc7wPcAtopLU+rZSytJW0DscL1xYdHc2bb75JcHAwTzzxBAsWLKBXr14OQWZSSilKlChB165dmTp1Kv/5z38oXrw4SileffVVI8v500+P6C1ESsLCwqhcuTLz58+nb9++jB49+r6CzKRKlChBSEgIc+fORSlFvXr1CAsLS4cnFsI1ZeQ/RFyNywaaWutLQKj5ZQGwDqvHm5/nBMIwugdpwB0j+9lDKZXdskBICIDjx49TqVIlpkyZQufOnfn222/ve76lp5cX+fPn5/vvv2fixIl4e3vzwgsvEBISgpRhfTxiY2MZPnw4lStXJjw8nPHjx9O7d2+c9V9ITEzk999/5+LFi5w5c4bRo0fz+eefM23aNFasWMHp06eT/VmWK1eOb775hmzZstG8eXNu3LjxsF9NCCEeKpcbOk/igvnxBaXUJIzhca2UCgL6YKwi98VYpe5jHvsR4KOUGnSv0kfCNfzwww/07NkTd3d3Jk6cSO3atdPlukopateuzTPPPMPw4cMZPHgw27dvZ8WKFXh7e6fLPUTKzp8/z/Lly5kwYQKnT5+mWbNmKc6hPH78OMuWLWPdunXcvn3buup8/b//Eh8fT2xsrPVYHx8funXrZv3dsQgKCmLcuHH06dOHAQMGMGvWrIf5ikII8VC5ZKBpsyBoK3AHI4jUWutEpdSTQG+gJ0Y/9DNAbYz6mP81L/EORrD5pgSbruv27dv079+f2bNnU6FCBUJCQnjyySdTPOfOnTt4enoai0RSydvbm1GjRlG8eHGmTp1K06ZN2bRpk8zbTGeJiYn89ddf7Ny5kz179rBt2zZOnDgBGHNqv/jiC+rUqZPsuRcvXmTatGmsWbMGDw8PKlasSJUqVSizYweenp588dZb1ntcvnyZo0ePsmfPHqZNm8amTZuYNWsWPj4+1utVrlyZ9u3bM3fuXCZMmHDP6ReuRoZFhcg8XDLQtFkQdAJjnmZpoLpS6k+MIPNVjCDzLNBQa31eKfU2kB3oBnhiLBAaClx6xI8vMoAjR44QHBzMP//8Q8+ePenTpw8eHo7/c4qPjyc0NJStW7eyf/9+IiIiACObFRAQQLdu3WjevDk5cuRI8X5KKet8zzFjxhAcHMyGDRvSFLCK5B0+fJixY8eyZs0a61C1v78/5cuXJzg4mAYNGlC0aNFkz01MTGTJkiVMnDgRrTVNmjShefPm1qDR63//szvezc2NoKAggoKCqFu3Llu2bGHx4sV06NCBH374wS7YbNKkCYsXL2bTpk28+OKLD+flhRCPlCsuFHPJQBOshdsvAb8DdTAWBD2NfZBZW2t9VinlrbWOBnqbpY6aAXXMeZ7Cxezfv5/69evj4eHB1KlTeeaZZxyOiY6OZtGiRcybN4+bN2/i5+dHiRIlKFiwIImJiVy/fp2jR48SEhLC559/Tvv27enduzd+fikXNWrfvj3x8fGMHz+eJk2asGHDBrJly/awXjVL01rz4YcfMnbsWHx8fGjYsCFVq1alUqVKFCpUyOn8S4srV67wxhtvcOrUKUqUKMGrr75Knjx50vQMDRo0IG/evEyePJnZs2fzlpn5BKhQoQI5c+YkNDRUAk0hRKblsoGmTeH2/2EEmm9gDKMXwD7IdNdaR9uUMOqklHpSa33B+dVFVvXXX3/RqFEjfH19mT59erKdffbt28cHH3zA9evXKVKkCF27duXpp5/Gzc1+7Z3WmpMnT7Jt2zYWLlzIihUr6N+/P+9rnWKQ07FjRwDGjx9Pw4YN+fnnn2XO5n0YM2YMY8eOpU2bNrz11lupHp7WWrN69WrGjRtHQkICXbp0oU6dOvcMTJ2pUKECBQsWZPPmzXaBpoeHB35+fty5c+e+riuEEBmBywaaNvM0D2EsAvIFAoB/MLKVliDTUi8zwSbYlCDTBZ05c4b69evj7u7O119/7RBkxsfH88UXX7B48WICAgIYMGAApUuXdno9pRTFixenePHiNG3alLlz5zJmzBgaZstGuXLlUnyWjh074uXlxejRo63BZvbs2dPlPV1BeHg4w4cPp0GDBgwZMiTVQeLp06cZOHAgp06dolChQrz22mvky5fvgZ+ncOHCHDp0yGF7dHT0PadViIzJFYdIhUhOpgw0lflfBf0AtV5szl2K0e+8D0b3n7pJg0ybc6RepotKSEigVatW3Llzh5kzZzqULtJaM3LkSNasWUPDhg1p27ZtmhbrFCxYkMGDB7N3717ivv2W/QcOMPXjj3n11Vd56qmnkj2nXbt2uLu7M3LkSJo2bcrmzZtlzmYqzZo1i5iYGPr375+qIPPChQvMmDGDNWvW4OnpSadOnahbt65Dlvp++fv7ExkZSUJCgnUFekxMDDdv3iQgICBd7iGEEI9Dpgw0HyTAtGUzLD4AuI7Rn/xcckGmcG1Tp07l999/59NPP6VkyZIO+6dMmcKaNWt44YUXeP755+/rHkopqlevTpndu7l8+TKbNm1i3bp1lCpViqFDhyabHW3dujXx8fGEhITQp08fZs2add9DuK5k7dq11jmzKbl27RqzZ89myZIlKKVo2LAhwcHB95xLm1ZXr17Fz8/PrszR4cOHiYuLo1atWul6LyGyOqlKkLFkikBTKZULeAZoCuTBGObeAvyhtd5hc5yb1joxtde1GQ6PAgab15AgU9g5deoUgwYN4rnnnqNFixYO+1evXs2cOXOoW7cuLVu2dNh//fp1fv31V7Zu3UpkZCTu7u6UKVOGokWLUrNmTYe5ge7u7jz55JOM+fBDNm/ezM8//0yXLl1o3rw5r732GoULF7Y7/sUXX+Tff/+1Zlo//fTT9P0GZDGJiYkcPnyY4ODgFI9bvnw548ePtwZ7LVu2vGcP8oiICA4dOsS5c+c4cOAAhaOjyRsYyIULF1IsfXXu3DmHa//222+4ublRt27d1L+cC5AgQojMJcMHmkqpgsB0oBJgOymuDeCplJoCbNZarzDrYKYpUJThcZGSGzdu0LhxY9zc3Pjwww8dsoUJCQlMnDiRAgUK0KlTJ4f9f/31F1999RXx8fHkyJGDYsWKERsby99//83BgwdZtWoVdevWpWnTpg6tDH19fWnVqhWNGzdmw4YNbNy4kfXr19O/f3+6dOlid6/XX3+dixcvMmLECJo0aZJuReOzogsXLhAZGZlsZtpiyZIljBs3jqJFi9KzZ0+CgoJSvOaNGzfYsGEDmzdvRmuNu7s7Pj4+JCYkEH7hAsOGDaNbt25Ofy63bt2ifv36dtv+97//UbZsWamhKYTI1DJ0oKmUKgxsBooBsUAERktIH4yFO2AUUW+hlKqhtR5kZinvmdm0WQyU7NdCxMXF0axZM86cOcNXX32V7ArzX375hRs3btCxY0e7+XpaazZt2sTSpUvJkSMH7dq1I1euXHbn3rhxg0OHDrF9+3a2b99O7dq1k82Y5siRg7Zt29KoUSNmzpzJxIkT2bhxI9OnT7euNldKMXDgQPbv30/Hjh05cuQIvr6+6fwdyRrOnTsH4DR4/OGHHxg3bhwlS5bk//7v/5Ktj2qRmJjItm3bWLJkCYmJiZQuXZpKlSrh7++PUoqC69cTHx9PQFQU8+fPx9fXl8qVKztcJyYmhpw5c1q/joyM5M8//+T9999/wLcVQojHK8P2OldKPQEsxAgywzCGtp8BqmJkNz8HdpqHPwUMVEotNTOa9woy3S1BpdluMt3mfYqsITw8nGbNmrFnzx4GDx7Ms88+m+xxP/74I35+flSqVMlu+++//87SpUvJkycPL730kkOQCcYCkLp169K5c2fKlSvHjh07GDx4MGfPnSM6OtrheD8/P9555x1at27Nn3/+SefOnYmPv9uYKkeOHAwdOpTw8HBCQkIe8DuQdZ09exaAJ554wmHfwYMHGTt2bKqCzIsXLzJo0CAWLVqEv78/L7/8MvXq1SNXrlx22WYPDw/atGlDzpw5mTZtGr/++qvddbTWxMbG2tVDPXbsGAkJCZKZFkJkehku0FR3/x+6E0ZAeREYC8zUWp8EIrTW54AhQF9ghs3p7YCVSqkA81oO72dmLi01NEOAL5RSFR7W+4jM5caNGwwZMoRixYrxyy+/0L9/f1q3bu30+D/++IOSJUvaLeIAWLx4MZ6enqlafe7j40OtWrXo1KkTZcuWJeL6dY4eO8YHH3zA6dOn7Y51c3OjRYsW9OjRg3/++YcZM2bY7a9atSr169dnypQpREVFpe3lXcSpU6cAks1Qh4SEkCNHDt5++22nQabWmp07d/Lpp59y584d6tatS/v27VMc4rb8Lvj5+TFnzhz++ecf6z6lFIGBgWzbts3hvJQCXSFE5uRq84wzXKBpk1lsAOQArgIbtda3zP3xZrAYq7X+U2vdFxhhOR1oCcxTSnlY5mwmd32l1EhgENAK6KOUchzPEi4jMjKSUaNGUahQIUaPHk2DBg1YunQp3bp1c3pOYmIiN27ccOgGc/v2ba5du0aZMmXSVP7G19eX2rVrU6BgQXL5+3Pr1i1Ca18QRAAAIABJREFUQkIYPHgw165dszv2ueeeo1atWsyePZv/JWlz2LFjR27cuMF3332X6nu7kpMnT+Lv7+8wteDYsWOcOHGCJk2aOP3jIDY2lm+//ZZ58+aRM2dOOnbsSJkyZVK10t/b25vWrVvj6enJhAkTiI2Nte4rX748586ds2aoLc9maYkpMidXCyiESE6GCzSVUm5KqTwYw+QA+7XWF22PsQkW3cyvhwIfAAncDTYXmfsSkmY2zeuXx5jzmR1jnucrSqnUFz4UWcbatWspUqQIH330EZUrV2bBggWMHDnynqVvbt26RUJCgkMm6/jx42itnda/vBd3Nzf8/f3p2rUr1apVIyIigmHDhnH9+nW7415++WUCAgIYPnw4tjM/qlatSvHixfn888+RGSGOdu3aRZEiRRy2L126FA8PD+rVq5fseQkJCXzyySfs2bOHatWq0aFDB6fF1C3D4Um/+97e3jRu3JioqCiGDRtGYqIxy6dMmTLExsZah9WfeOIJ3N3d+e233+7/RYUQIgPIcIEmRqCouPtsTofBzYylJdgchzGcbkkttFNKjbMcl+S8q8BAjGLtAInADK11LMJlREdH83//93+0bNmSgIAAZs+ezRdffEGZMmVSfT7g0Gv8ypUrAA9caNvLy4tq1arRqlUr4uPjGT58OJGRkdb92bJlo3nz5ly8eNGuq4xSig4dOnDkyBGH+YCu7tatW/z5559UrVrVbntMTAw//fQTVatWxcfHx+G8xMREhg4dyvXr16lTpw7VqlVzyFbfuXOH3bt3M2PGDGbOnGkdIv/36lVOnjxpDSoLFixIzZo1uXr1KmvXrgWgYsWK+Pr6MnnyZMCYj1uzZk1mzZplNw9XCCEymwwXaGrDv8ARc1N9pVQZZwt8kgSbnwHDbXZ3UEq96OS84xgLiqYB5bXWf6XbS4gMLyoqiurVqzNp0iQ6duzI3LlzqVixYpquYQk0k3bjuXLlCh4eHg4B6P3KmzcvzZs3t2bBbLOUNWrUIFu2bCxdutTunBYtWtgFLsKwcOHCZBfZbN++nejoaJ577rlkz1uxYgVXrlyhevXqlC1b1m5fYmIie/fuZcGCBRw+fNjh3MjISDZt2sQ333zDzZs3AaO/ed68eVmzZg0XL17Ew8OD+vXrc+LECev8zdatW3P16lXWrVuXHq+eJchQtLgX+R3JeDJcoKkMHsAxc5Mn0EspldPZOUmCzWEYdTcBigANUzjvb6C/+VG4CK01b7zxBocPHyYkJIT33nvvvoJCS+Yy6dD5lStXrGWHnImPj+f06dOcPn2as2fP3nMuXv78+alduzY3b97kr7/u/k2ULVs2qlWrxrZt26wZMzBWoAcHB7N8+XJu376d1lfLkiIiIvjwww+pUKGCQ5WAKVOmkCtXrmSz2adPnyY0NJQyZco4lCZKTEzkm2++4cCBA6l6hkWLFnHsmPF/bcHBwbi7uzNhwgS01tStWxd3d3cWLFgAQO3atQkMDGTMmDH387pCCJEhZLhA08xoxgNTgUggGxAMVAS7VelJz0u0GV7/ErB0DOqnlHLaWkNrHZdezy4yB8uwZu/evWnSpMl9X8dSjzFv3rx220+ePJls6RyLS5cuMXv2bEJDQwkNDWXdunUsXryYGTNmsH//fruA0VapUqXw8PBgx44dDtujoqI4ceKE3fZmzZoRExPD6tWr7+f1shzL0PegQYPsFu8cPnyYc+fO0axZM4fh8MTERCZPnoyXlxc1atRw2JfcSvF72bJlCydPniR79uzUqFGDGzdusHfvXvz9/alVqxYrV660ZjnbtWvHrl27OH78+P29tBBCPGYZLtC08QfwDUah9vLACKVULq21TrqS3MJmeP04d2tsxgGVwXmQKlxHREQEb7/9NjVq1OC11157oGudPHkSd3d3u9aBcXFxxMTEOC11Exsby6pVq5xe87fffuPsuXMkJrOIx9K6cv/+/cTF3f37yNLhxnaeJkClSpXIly8fU6dOTdN7ZUU7duzgq6++ol27dg5D3yNGjMDb25uaNWs6nLdz505u375N7dq1HVai//nnn9bsZFpt2rSJGzduULZsWXLmzMn8+fOJi4ujefPmAMyfPx+Adu3a4e7uztdff31f9xFCiMctwwaaZlbzS4y5molAfWCBuS/BWbBplj6KAyYD1zCG3us/gkcWmcD8+fOJiYmhX79+DrUv02rTpk0ULFjQLgt2/vx5tNYOJY8sUpuZOnv2bLKZzaCgILTWnD9/3rotd+7cuLu7220Do+Zm48aN2b17NxEREam6b1b0xx9/8MILL5A/f37eeustu307duzg5MmTvPDCCw7THaKjo1m8eDF+fn4UL17cbl9UVBS7d+9+oOdavHixdcg8NjaWnTt3kjt3bqpXr87y5cu5efMmgYGBNGzYkBkzZnDx4sV7X1RkODJnULi6DBtoAmitTwGvgrVKSAul1CpzX0JyGUoz4+kJRAG3zM23Lfse/lOLjCo2NpaRI0dSpUoVypUr90DXunTpEpcvX6ZKlSp22y0LOZL2LbdIOuydkuRWjFuua1vw280sh5Q00ARo0qQJ8fHxLFy4MNX3zUqOHj1K3bp18fLyYvLkyXa1M+Pi4hg+fDi5c+d26DMOsHHjRuLi4mjQoIFDncx9+/aly/OFhYWRP39+cubMyfLly0lISKBx48bExcWxYsUKAPr27UtMTAyDBg1Kl3sKIR4/V/oDJEMHmgBa6/3YZyRfUEqtVkr5OwsczYxmDoye6GDUyxQu7siRI1y+fJkXX3wxVQW2U7J582YAhzI5586dw93d3a5v9f36448/HFpR5syZE6WUdSGSRb58+Thy5AhJlS9fnrJlyzJ+/HiXq6l5+/Zt61D0tGnTKFSokN3+BQsWcO3aNTp37uzQgef27dusW7eOPHnykC9fPrt9cXFxhIWFpcsz7tq1CzAK8MfExHD48GEKFSpE4cKFmT9/PomJiRQpUoROnToxf/78+x6qF0KIxyXDB5oAWuudGJ2CLFoCK5RSNZRSvmAt9K7Mz32AtoAvcAlYb26XOZouzJIFvFch9tRYsmQJefPmdQhCDhw4QI4cOZwGsknnB97LhQsX7L5WSuHl5WUtk2ORM2dO7ty543C+pabmyZMn72vhSmaVkJBAixYtOH36NCNHjqRw4cJ2+0+dOsW0adMoXbo0Tz/9tMP569evJyEhgYYNHYtWnDlzJl2f9dKlSxQuXBhPT0+WLFkCQKNGjYiIiLB2ferSpQuenp6MGzcuXe+dmbhSBkjcH/kdyZgyRaAJoLXeBtTB6P5jmbM5E/hIKVVaa51oDpsHYgSiPQFvIAzYa17DtVI6wo5laNnZsHZqRUREcPbsWf7zn/847IuKikq2h7ZFch1pUpI00ASSDTT9/Pzsirnbatq0Kf7+/g590bOycePG8csvvzBw4MBkf07vvfceXl5e9O7d22FfVFQUP//8MyVLlky26H7S/vMP6vjx47i5uVG2bFmuXbvG7du3qVatGr6+vowfPx4wfmdbtWrFnDlzHLLZQgiRkXnc+5CMQ2u9UylVA5gNlMZYjV4M6KuU2gRcB6oCeYGCQDjwutbaNf6f+fhxeOGFx/0UGVa7K1fID5T74IMH6tpz48YNfgSe+uMPcibJbi2Pj8f3/Hlyr1+f7Llaa964x/WfNT/+CPicPElgkqCyTVQU3mfOUOyrr6zbqly+zMW4OJ7q3z/Z/uqh3t5c/eEH9M2bDzxtIKNLTEyk6saN/BIQQIVdu8AcnraIjIxk8pkzPBkURN558xzOv3nrFisTE8l34wbeyfwcn7eZH3svtj9Lp8LCKHL7Nr1jYrioNYUnTSKXvz/P+vhw6fRpCvTrh7e3NxMjI+keH09kw4bkLVo01c8ghBCPU6bJaFporfcBbTA6+kRi9Cr3A9oBvYAqQB7gINBQa33CyaWEiwkICEDBPYuj30tUVBTg2HoSjKFqZ3UwLfuffPLJVN8rtUl4N3MFfYKTdoUBuXIRHx9PxAO+e2Zw8dIlYuPiyO/k+xx+/jxKKbuyVLYsmWGvdOrslBpaa7y8vFAYbTLhbgvTy5cuAeCTIwe+Pj4cP3HC5ebbCpEVucpQf6bKaFporU8ppd4D5gFvYmQ1y2EMqx8ENgMLtdbnHt9TPgYlSoAU53bKA/igQgU8PDyY9cUX932db775hmnHjvHVW285tJ8cOHAgcXFxdGnaNNnMosXBgwet8++SsmS/WgHFnnySxo0b2+3//vvvKVKkCG+/+aZ1265du5g7dy6rBg+mQIECDte8cuUKrZo358uXXnIo8ZPVvNe5MxvPnOGnb7/lejIlrBo3bEjJqlV5/fXXkz1/5syZ/H7jBq8EByeb/U3LFATbn2VKutarR44cOQgNDeXixYtMMn+2o0aNIjo6mrXm7+uu9ev56KOP2Pb++9St67QPhb0snsEWQmRsmS6jaaG1jjdXpPfRWtfH6BxUSWvdHBjvckGmSJXnn3+eP/74w5qVvB85cuQAjHJJSXXq1ImoqKh71susVKlSqkosJZ3TmZiYyJ07dwgKCrLbbnmW7NmzJ3sdS3bs2rVr97xnZrdv3z5KlSrltE6q1jrFFqGlSpUiNjbWae3R5BYIPSjL8/j5+RETE2PNWJYvX54rV65Yqw/Url0bd3d3QkND0/0ZxMPjKpkrIZKTaQNNG5axwkvAv4/zQUTG16BBAxISEhy66KSFpRZjcqu8K1eujI+PD7/++muygaiFUopatWrdcxV60kDzxo0bJCYmOmQtLYGIs0DTw8MDX19frl69muL9MruEhATOnDlD0RTmMCqlUvzZVKxYEcBpKaGkxdvTgyX77evri9ba2p++aNGiaK2tz+Lr60uFChWsNTZdhQRqQmRemT7QtKwkN3ukJ9puEyKpMmXKAEZJmftlafn4119/Oexzc3OzFthevny5XavIpJRS1K5d26GHtkXLli0d2h6GhYWhlLK+h8Wff/5Jzpw5nWbqEhISiI6OdhqIZhWRkZHExMSk2Gu+cOHC7Nu3z67ova2AgAACAwM5ePAgf//9t8N+pRTt2rVLt2e2ZQmALVMykstElytXLt1XvguR2ckfIxlXpg80hUgLS6AVExNz39coU6YMgYGBbN26Ndn9pUqVonfv3ty8eZMlS5ZYF3ckRylFxYoV6dWrFy1btqRq1ao88cQTFC5c2CFrGRkZSVhYGDVr1rRrcRkbG8vJkydp3ry50xXlly5dIj4+3hokZ1UJCQkAKc6PnTRpEj4+PkydOtVpZnPYsGHkypWLbdu2JVsIPzAwkK5du6bLM3fs2NH6+bVr1/D29rb+wWB5D9u/nfPkycOdO3esWU8hhMjIJNAULsUyvzJpx520UErRqVMnzp8/z9GjR5M95plnnuGtt94iOjqaH374gXPnUp4y7O7uToECBXjmmWfI7u1N0nAxISGBn376CcDa7cZix44dxMfH06BBA5yxDL2WKlXqHm+XuVkC7ZRW/vv7+zN27FiuXbvGmDFjku0h7unpyYgRIwgICGD79u1s3brVYV5vjhw5eP311x0Wa6VFxYoV8fPzA4yf8blz5+yy1fHJVBHIlSsXAP/+KzOFMhPJuAlXJYHmA5BOQ5mPj48P7u7uKWYZU6NDhw4EBAQwc+ZMp4XSK1SowCeffIKXlxdr165lx44dKc4NdCYxMZGVK1cSERFB9+7dyZs3r3XfpUuXWLZsGcWKFeOZZ55xeo3Q0FD8/f2dDtNnFf7+/vj5+d2ze0/16tUZNWoUV69eZfjw4axdu9aaDbXw8vJixIgRBAcHc+zYMb777jv27t3rkA0vVqwYPXr0oFq1aml61nLlytn9zMLCwoiNjaVevXrWbZYhcts/ECx/JPn4+CCEkCA+o5NA8wHYzgWVoDNzUErh7+//wLU0c+TIwcSJE7l9+zYzZsxwWtcwKCiIsWPH0qhRI8LCwli4cCFnz55N9X3i4uLYsmULV69e5eWXX6ZmzZp2+2bMmIGHhwdTpkxxOmweGRnJ1q1b6dy5s8Ocz6xGKUXp0qWTnT+bVLNmzVi5ciUlS5Zk1apVDBs2zKFagKenJ23btmXYsGHkzp2bAwcOWANO26y4l5cX1apVo0ePHqkK5hs3bkzt2rWtPdZjY2PZu3cvuXLlsqtGcOzYMfz8/Oxqr1q6Qj1I0wEhRMbgCkGyBJppoJTKqZSqpJR6Vyn1oVJqmFKqnlKqsCxAyjwCAwOTbe2YVuXLl+e///0vR44cYdOmTU6P8/Ly4qWXXuL999/Hzc2NdevWsWzZsntmVS9dusSiRYs4ceIEbdu2tSurExsby4QJEzh37hwff/yxXZYzqblz5xITE0PPnj3T/pKZ0IsvvsiRI0dY76Q7k63AwEAWLFjA+PHjiYqK4rPPPmPChAkOw+lBQUGMGjWKjz76CH9/f2vAuW/fPrsFX15eXlSsWJHXXnuNVq1aEZArF74+PhQsWJCnn36ahg0b0rVrV4oVK2Z3/d27dxMfH88bb9ztG3X9+nUOHTpEo0aN7P6IOH78OPny5bMGqVmdK/yHWIisTALNVFJKFQC+AX4APgNGAZ8AK4F9Sqk+SqkKNsdLhjODqlWrFn/99Ve6dFfp3r07pUuXZtmyZcmuULZVvHhxPvvsM9q2bcv169dZuHAhy5Yt49SpU0RHRxMfH09cXByRd+5w5d9/WbVqFYmJiQwYMIDg4GDrdaKiohg3bhwnT57ko48+olmzZk7vefz4cebPn0/Xrl159tlnnR6XlQwYMIDKlSszcuRITpxIXWOw+vXrs27dOvr27cupU6cYNmwY8+bNc6g7WqhQIUaPHs0nn3xCrly52LdvH9999x1Hjx61+31SShEUFISfnx958uShRYsWPPfcc5QoUcI6T9ji9OnT/P333wQHB9uVs1qzZg1aa7s/EGJiYti9ezdt27a9n2+NEEI8chJopoJSqjCwBegAlABigGiMGp7+GC0vvwK+UEp1B2NYXYLNjKlatWpERERw/vz5B76WUooZM2YQEBDA9OnTk62tacvT05Pg4GBGjRpF8+bNuXnzJhs3bmTevHnMnj2bb7/9ln///ZfoqCgaNWrE2LFjKV26tPX827dvM3bsWM6fP8/o0aNp06aN03tdvXqVQYMG4efnx/jx4x/4XTMLT09P1q5di4+PD2+//TaLFi1yWnzdlre3N71792bNmjV07NiRX3/9lY8++oiVK1c6zK0tUKAAo0ePZuDAgXh5ebF161aWLFmS5kVmt27d4ueff8bX15fnn3/euj08PJydO3fy0ksvkT9/fuv2Xbt2ERUVRatW9+o1JIQQGYMEmveglAoClmEEmH8BI4DngNpAMLABOA24Aw2BCUqpofBwgk2l1FZn/9LzPllZixYtAFi3bl26XM/Hx4cvv/ySyMhI68rwe8mdOzdt2rRh0qRJ9O/fn5dffpm2bdvSqlUrij31FOXLl+ell16yq3t58+ZNxowZw+XLlxk/fjxNmzZ1ev0rV67Qp08fLl26xPLly8mXL98Dv2dm8uSTT7J27Vpy587N+PHjCQ4O5u2332bOnDkcPnw42dXcFrlz5+bdd99l1apVNGvWjHXr1jFkyJBki/yXKFGCzz77jG7dulnLWaWl+1JoaChaaz788ENr7UytNfPmzSNbtmy8+uqr1mMTEhKYOnUqBQsWpFGjRmn4bgghxOMjgWYKlFIewH+BKsA/GEHm51rrg8ABrfVmoBPwPrAJUEAAMFQpNR4ks5kRPfXUU9SoUYOVK1c6rDS+X2XKlKFt27Zs3rw52XI5zri7u1OuXDkaNmxIcHAwLVu2xNfX12Fhz/Xr1wkJCSEiIoLJkyen2Of60KFD9OjRg8uXLxMaGpr6nthZTPXq1QkLC+P333+nf//+hIeH89VXX9GzZ08aNmzI22+/zYIFC5wW7w8KCmL48OHMnDmTbNmy8fXXX/P5559z/fp1u+Pc3NyoXbs2gwYNIiEhgRUrVqSqoPrZs2e5evUqrVq1IjAw0Lr90KFDnDp1ijfffNNuwc+6des4efIkEydOzPKLurIqmW+a/uR7mvFJoJkCrXU8UBPj+3QK+FlrfdPcp5VSblrrCGA50ANYAtYSiAOUUp/bHJsuwabWur6zf+lxfVcxcOBALl26xI8//njPY8PDw1mzZg1///13ivUZ+/Xrh6enJ/PmzUuX+Z8W8fHxTJo0idu3bzN16lSqV6/u9LgZM2bw+uuv4+Hhwfbt26lTp066PUdm9fTTTzN+/HhOnTrFxYsXWbJkCa+88grh4eFMnDiRF154gXfffZc9e/Yk+3OrUqUKq1ev5q233uLkyZMMHz482fqpTz31FCNGjCB79uyEhoZy6NAhnP0WxMfHs3XrVrJnz25XhzMhIYFFixYRGBhI+/btrduvXbvG5MmTKVeu3EPrSiSEEA+DBJpOKENZjCFygF+01ldsj7FpeZmotQ7XWncE5tkc8o5Saph5jKxKz0DatGlDtWrVGDNmDKtWrXLYHx8fT2hoKG+88QatWrVi2LBhdOnShcaNGzNhwoRkA87cuXPTr18/Tpw4wcGDB9PtWX/88UcuXLjAyJEjqVy5crLHXLx4kb59+zJjxgw6d+5MWFhYmus6uoJ8+fLRoUMHvv76a06dOsXx48d5//33+f333/nvf/9L9+7d2bRpk8PP18PDg1deeYVFixbh7e3NF198wdatWx0C04CAAEJCQggMDGTPnj1cvHDBIWseHx/P8uXLiYqKonfv3tYhc4CdO3dy/fp1Bg8ebF1VrrXm008/5datWyxatMhpGausSLJVwhVk9d9zCTSdSBIYJgC+AEop9+SOV0q5mef14G6wqYG3lVI9HtqDivvi5ubGli1bePbZZxkxYgSTJk1i79697N+/n++//542bdowePBgzp8/z6effsr+/fuZN28ezZo14/vvv2fy5MnJXrdjx4488cQTfPfdd04LuafF/v372bBhA+3atbMrb2Trt99+o3Pnzhw9epQFCxYwb948a7cZkbLixYsTEhJCeHg4M2bM4Pbt23zwwQf07NmT8PBwh+OLFi3K8uXLKVasGAsXLmT+/PkOC4Ushd7btGlDbFwc58PD2b17N6dPn+bcuXOsWLGCiIgIXnnlFSpUsBaqID4+nh9//JECBQrYZaKXLl3Kzp07mTBhAk8//fTD+2YIIcRDIIFmys5jzM10B4KVUgFa62Qn9WmtEy1BqBlsWobR/YFuSqlKj+aRRWrlzJmT7du306tXL+bPn0+/fv14/fXXmTBhAvnz52f16tX8888/fPLJJ1SpUoVu3bqxePFi3njjDebPn8+KFSscrunh4cG4ceOIjIzkyy+/fKA5oHFxcSxcuJCgoCDee++9ZI85f/4877zzDoGBgRw8eJAuXbrc9/1cmbe3N6+99hqnTp1i7ty5/PPPP/Ts2TPZwu++vr58//339OrVi507dzJ8+HCHoNTNzY3mzZtTulQpPNzdCQsLIzQ0lLVr1xIREUHXrl3tiu8D7Nmzh1u3bjFo0CBr1vLOnTtMnz6d6tWr29XYFEKIzEICTSds5lRaVgoEAC0tmcvkaK0TbPa/w90FQvUwh+BlYVDG4unpyTfffMPhw4fZtm0bmzZt4tChQ+zbt4/nn38eNzf7H7dSikmTJlGzZk3GjBnDgQMHHK5ZoUIFPvroI06fPs3o0aNTVVonOdu3b+fmzZvWNpZJaa0JCQlBKcWWLVsoWbLkfd1H3OXu7k737t3Zs2cPXl5e9O3bN9lpEG5ubvTr14/JkycTGRnJqFGj2L59u8NQerZs2ShbtiwhISEMGTKEd999l5EjRzrMnU1ISGD16tUEBQXx3HPPWbcvXryYiIgIvvzyS5caMhciNbL6kHNWIYGmE9pwE5hibsoHdAX8wPkQumXeJnARmIaxiMgNGK6UKipzNTOmChUqULduXRo1akTFihVTPNbDw4N169aRL18+Ro0alWztzFatWjFy5EguXbrEsGHD2Lx5M1FRUal+nsTERNasWUORIkWcLv755Zdf+PXXXxk7diyFCxdO9bXFvZUtW5a9e/eSJ08e3n77bYfWlBbPPfccy5cvp2DBgnz33XeMGTMm2VXs/v7+FC5cmFKlStmtMLewzM189913rQHl7du3mT9/PrVr1+Y///lP+r6geGwkOBKuRgLNe/sVo1amBpoClrJFCc6CTXO/BjZj1N4E8MCoxSmyAD8/P+bNm8c///zD6NGjk12tHBwczMKFC8mbNy+LFy9m4MCBzJ07l2PHjqW4el0D58PDuXPnDkOHDnV63MqVK8mTJw99+/ZNj1cSSRQoUIBdu3aRPXt2Bg4caO0xnlRgYCBLlizh/fff58KFC3z66acsW7Ys1X9YXL58mR9++IEiRYpQr1496/Z58+Zx8+ZNvvzyy3R5n8xGAjIhsgaXDzTvNZSttT4FrAAiMWKAV5VS48x9ToNNpZQySx+NBeKAnECj1NxTZA6NGjVi+PDhrF+/nh9++CHZY4oWLcqyZcuYM2cOLVu2ZO/evYwfP55BgwaxdOlS/vrrL7vFJFFRUZw6eZLr16/Tq1cvp9nVq1evsnPnTl599VWX6Xn9OBQoUIBVq1Zx4cIF+vbt67RGqpubGy+99BKrVq2iRYsWhIaGMnjwYK78+2+Kf1ScO3eOcePG4ebmxpQpU6xTNa5evcr3339P06ZNqVKlykN5NyFExpGV/7By2f9CmTUwE4FnlFLZMBb+RGutL5j7FViH0GcopcoA/4cRbL6nlIrVWn9kCTaTLhKy1NkEIjACTU+M1pVS6igL+fDDD1m/fj2fffYZd+7c4ZVXXnGYS6eUokKFClSoUIEBAwawfft25syZw88//8zGjRtxd3fHw8ODbNmyERUVxbK4OIoVK0a/fv2c3nfLli0kJCTQvXv3h/2KLq9WrVpSOWGzAAAgAElEQVSsXr2a9u3b07VrV0aOHEmNGjWSPTYwMJChQ4fy8ssvM2TIEC6cOcPlS5dYtGgRVapUoWDBgnh4eBAeHk5YWBg//fQT2bNn59tvvyUoKMh6nTlz5hAbG+u0uoEQQmQWLhloKqXyAj2UUk0AS7Xka8BxpdQIrfVPliLrliBSaz1AKRUAvIIRbA5WSnlqrQfdYyV6rHk8GL3RRRbi5uZGaGgorVu35quvvuL06dMMHjzYaeeWHDlyEBwcTHBwMHfu3OHAgQOEhYVx9uxZ3NzcyJ49O5WPHSNnzpycSOG+O3bsoGDBgpQvX/7hvJiwExwczL59+2jRogVvvvkmxYsXp0mTJjRo0IBixYo5/HFRpkwZli1bxhO9enHs+HF27drFli1bHK5bqlQppkyZYtcB6MKFCyxdupQePXpQqlSph/5uQmRGWTkDmNW4XKCplCoEfAdUxqiNqc1/uYHqwGqlVDut9Uoz82ibsewDeGG0ndTAQKVUbuBd4JYZnLoDiebnPsCLgA9wBmOup2VYXbKaWUT27NnZsGEDw4cPZ9iwYRw7doyPP/6YMmXKpHhejhw5qFWrFrVq1bLbnvOdd1I8Ly4ujv3799O9e3dZifwIlS5dmt9//51vv/2WWbNmMW3aNKZNm0ZQUBANGjSgffv2FClSxO6cnH5+VK1alZ+GDuXIkSMcOXKEuLg4SpYsScmSJSlQoIDd8Vpr6wrzYcOGPcK3E0KIh8Ol5mgqpQoDWzFKDUUDYcAYYDZw0ubQz5VS5SxfmMPjSmsdC7wKzMUoW6SBXsBioJOlzqYZZOYCmgCWPnKHgePm9STIzGKUUgwdOpSVK1dy9epVunfvzsSJE9OlaHtS27dv586dO7Rq1Srdry1S5uPjw5tvvsmBAwc4d+4cM2bMoFSpUixdupQOHTowePBgjh075nBerly5qFGjBj169OC1116jfv36DkEmGOWMNm7cyMcff0yhQoUexStlSFk9W5XV308IWy4TaCql8gM/Ak9hBJifAi211kO01q8DdYC/zcPzAHltz7cMpWutY7TWPYFJwB2MYLMZ8BmwTSk1Wik1BFgIjMPInJ4H3tFaX3/Y7yker9atW3Ps2DF69+79/+2deZxcVZXHvyd7ICTBEAiLBIIsIsMmIoIDAR1HRQQEHRAYkGVARZAAo0YnoCzKpg6IkqCgiMIogkwEEVTCyCqKgGwiEEMwYQ0ga+hOn/nj3Jd6XV3d6SRV9arq/b6fz/1U9dv6nntf3Xfeueecy6WXXspee+3F5ZdfTnd3/bwmZs+ezcSJE3nf+95Xt2uK5WfdddfliCOO4KabbmL+/PmceOKJ3Hzzzey///4cc8wx/OEPfxj0tdydWbNmcfbZZ7Pzzjszffr0BtZcCCGaRykUTTObAMwEtgQeBk4GfuDu89L+YSkI6MuEpXMs8Na0b0hueclsahx3Pw44gUjKDrA2sAVwInAKoXxuRCi173X3gVzuRAcxfvx4Zs6cyR133MGUKVM4++yzOeSQQ5g7d+5KX/uRRx7htttu4/DDD2fo0H6za4kms9Zaa/G1r32NJ554gtNOO42HHnqIo446invuvptFzz03YOT5vHnzOO6445g1axYHH3wwN9xwQ5+FAoQQFTrVItypcnW8j2aKKD+CSC30FHAhcIO7v5w7LAvmeZJQvp8B7oJeCdhJfy9JQUBd7j7TzG4A3gV8hrCCTk7XuwO4FTg/U2hFudh+++258847ufLKKznssMM48MADOeaYY/jYxz62Qr6VPT09nH766YwZM4bjjz++ATUWK8vqq6/O9OnTmTZtGhdffDGLP/tZ7n/gAY7ed1+22WYbNt54YyZMmMArr7zCokWLmDNnDg888ADDhw/n3HPP5eijj5bfrRCio+h4RRPYDNgPGEVMZ1/m7i/mD8j5TO5KBPu8BrzFzKYCmxPK5/XAde7+rLt3JStot7s/BjxmZtcQfpvrAz3AfcAwd+9quISiZTEz9tlnH3bccUf23XdfzjrrLObMmcNJJ53UK53NsnB3zj//fO69914uuugiJkyY0MBai5Vl1KhRfPKTn6TnF79gwYIFTBoxgjlz5nD11Vf3Om7TTTfl7LPPZv/992edddYpqLatRadadYQoK2VQNCcRU+avA+e4+4JaB5nZdqT1yIHRwBdJ0+eJA4Efm9nF7v4bd692unsxKazPZ1HlZqZ0RgKAtddem5tvvplZs2Yxbdo0DjjgAGbMmNFrJZj+6Orq4vTTT2f27NkceeSRHHLIIY2vsKgLQ4YMYb311uOO2bNxdxYsWMDzzz/PuHHjGDduHGPHji26iqIgjjzySGbOnFl0NYRoOGVQNO8EjgUWuvsDtVILmdlGRH7MXdOmV6hMn29GLB05Dvg4MNrMnnH3e/PXyF8z+67ocpHHzDjyyCPZbbfd2GOPPTj++OPZdtttOeigg9hpp536+OV1dXUxZ84cLr30Uu6//35OPvlkZsyYoanVNsXMWHfddWtGmwshBocs3u1Hxyua7r7IzL5HP6vymNnGRH7MT6dN3wK+5+73pP1DCUX1AGAbYG/gHqCXoinEYNl44425++67+c53vsMZZ5zBtGnTGDJkCDvuuCObbLIJn3r0UV5fvJgPf+hDPPfcc6yzzjr86Ec/4uMf/3jRVRdCCNFAOtHSXYrQRnd/tdbqPWY2DPgwMC1tOsXdj8kpmSPTed8GLgGeTsedkJakFGKFGDVqFMcddxzz58/n2muv5YADDuDvf/87F110EQuffJLXXn2VXXfdlWuvvZb58+dLyRSlQNYqITqPjrdoDoS7d5vZ9URKoh+6+0lQWQfd3RenqfbXzWwWEVS0JtFuqxZXc9EpDB8+fOmSlABvvPEGw/fZBwPe89OfFls5IYQQYiUphUVzINz9z8CW7n4ixFR5PqVRljvT3V8j0hVBRLDLi1/UnREjRiAPTCHKgSy4y4faqz0pvaIJ4O5Pw1JLZp8pdiJdEUT6oh4i/dELTaqeEEIIIUpCpynUUjRzVCdnz213M9uACAQaAtzk7n9qYtWEEKKj6bSHqxAikKI5CMxsNcI/cw0iIOiKtF2znEIIsZJIyRTLQvdI+yJFcxmY2Shi+cqPEwFAdwHXgPJkCiGEWDmkQIlOR4pmDTJLpZmNAz4EfAnYApgHfMbdnyqwekIIIYToYDrpBaQt0xtlimCjLIo5n8xDgY8BmwALgQ+4+6ON+J9CCFFGOumBKoToS1sqmo2csjaznYANgS8AU4CRwO+Bg9z9r436v0IIIYToi15G2pu2mDo3s/Fm9l4zO9PMvmdm/2NmR5nZu6uOq4c8k4lVgN4KPA5cBHxMSqYQQohGIEVK1KJT7ouWt2ia2XrATGArYJ3crr2A4WZ2PvBbd7/K3XtScvVauTAHhbv/OK1/vj1wLnCHuytnphBC1JlOeZCKxqF7pP1paYumma0PzAE+QKQWegF4AngeGJ4O+zRwtpmdAeDuSwZj2axOTWTBkHSNLwN7uPuvpGQKIYQQogg6QdFuWUXTzNYELiP8JB8ApgPbAdsS1s1zgFvS4RsCJ5rZFdVLSPZz7aGZn6eZTYLw+0wW0SzQaMBrCCGEEPWiExQKIWrRcopmztK4P6FQPgmcAVzo7o8BL7j7E8AXgaOAWbnTPwL83MxWT9fqI5+ZWTa1bmZfBb5hZltk+5UbUwghGo8UK7EsdI90Bi2naOYUvV2BVYDngBvc/aW0vzspi2+4+/3ufhRwSnY6sDtwiZkNy3w2a13fzE4FPgd8GDjSzLZuuHBCCCFEP0ixqqC2qNDubdFyiqaZDTGzCcQ0OcBd7v5k/picspj5VJ4EfB5YQkXZvDzt6+Ozma7/NsLnczTh53mwmY1olFxCCCGCdn9wCtFs2vk303KKJqEoGpW69TsNniyWmbJ5JjGdnk29f8TMzsyOqzrvOeBE0prlQA8wy93fqK8oQgghxOBpZ4WiXqgNOouWUzRTUM6zwENp01Qz26y/4JwqZfMs4Cu53R81s336Oe8RIqDoAuBt7v5g3YQQQghREykRy0ZtJGrRrvdFyymaKc3QMCBLkD4cOMzMVuvvnCpl82Qi7yZE8vXdBjjvL8Cx6VMIIUQDadcHpWgeukcGph3bp+UUzWTR7Aa+A7xCLAH5fmBL6Jv/MndeT256/Vzg5vT9k2a28wD/r6tedRdCCCHqQTsqFCtLGWUuAy2naOa4D/gu8AYRuHOKmY13d6+OJM/ITa8/QiXHZhewNfSvpAohhGgsUiKWnzK1WZlkXVnara1aVtFMVs1zCV/NHmAqcGnat6Q/ZTOlPuoCzgMWEVPvU5tQZSGEEDVotwdjK1GGtiuDjPWmndqsZRVNAHefCxxKRKIDfNDMrk77ltSyUCaL53DgNeCltPnlbF/jay2EECKjnR6IrUont2Eny9Zo2qXthhVdgWXh7neZ2VTgd2nTHmY2GzjQ3V/s55wuM1sFWDVt0nrlQgjRRNrlIdguZO05c+bMZRzZHuj+qA/tcF+0vKIJ4O63mNmuwI1p0+7AVWY2HbjP3V9OgUCeLJqrAnsDY4CngOtg6bS6rJpCCNEApDw0nnZQLPpD90fjaOX7oi0UTQB3v8nM/hmYQyRlnwpcCFxjZhdnKYrMbA0ipdEngFHAbcCd6RpSMoUQoo5IeSiGWu3eakqG7o3m04r3hbWb7mVmbwcuAjYFRhC+mF3Ar4HngW2BicB6wAJgF3d/tJjaNhczewaYV3Q9WohN06fypFZQm/Sl09tksrtPXJ4T2ngs6fS+rKZs8kL5ZG4VeZd7HMloO0UTwMw2BI4FDqPih5nnNaJT9nP3h5tZN9E6mNkcAHefWmxNWge1SV/UJp1D2fqybPJC+WTuBHnbZuo8j7vPNbMTgEuAo4EpwObAEuBu4LfAZe7+RHG1FEIIIYQoN22paMLSPJt3mdmRKcp8EtDj7k8r6EcIIYQQonjaVtHM0Z0+nyKChIQQQgghRAvQ9opmZrlMn/nvQgghhBCiQFp6ZSAhhBBCCNG+SNEUQgghhBANoS3TGwkhhBBCiNZHFk0hhBBCCNEQpGgKIYQQQoiGIEVTCCGEEEI0BCmaQgghhBCiIUjRFEIIIYQQDUGKphBCCCGEaAhSNIUQQgghREOQoimEEEIIIRqCFE0hhBBCCNEQpGgKIYQQQoiGIEVTCCFqYGZDi66DEI3AzPTs73BaafzSzSZKhZlZre9lxczeZGbDiq5HK2Fm48xsT+BTZrZF0fURjaVM44CZjQNw954yKZsl6+MJAO6+pFX6uCUqIUQTGWVmI81sqLt70ZUpEjPbEJgPnC9lMzCztYELgJnAfwPHmNnqxdZKNJL8ONDJComZbQD8zszOh1A2C61QEylRH08G7jOz2dA6fayHi+h4zGw8sB2wD7ApMBJ40cwuBv7k7o8UWb8iMLMpwG+B0cARwMtm9jl37y62ZsVhZusD/wtsCSwC/gxc5u7PF1oxUVfMbDVgCvBeYAQxHtwIzHX3x4usW6NICsjNwDrAIjPb1N3/UnC1GkbJ+3gtYEMz29rd7y64WgBYyY06osMxs3UJy9TbgclVu58DbgNOc/c7ml23okjWy9uBbYGXgTFp19eBz5dR2Uz3yW+ATYBHgB8Al7r7PDOzslu/O4XUz18HtgHektv1ItANfAm4xd3vS8e3fd9nlkxgXeLl6STgOnd/vcBqNQz1MfcSfXy9u79WYLWWIkVTdCzpDe96YGOgB3iVUCImE2+5qwKvEcrmZ7OBpwyY2deBzxJt0g2MTbtKp2wmi/f3gQ8DDwKnEA/iF7KHUP5h1AkPpjKSLNa/pqJ8LAacmNnLZveWAHOAH7r7Jem8tu3vVldA6o36uDX7WFPnoiNJb7WZkvkQcCXwP8BcYCNgN+A4YD3C2vkBwrdlSKv4tTSYeenzVuBZYL/09zQAM+t4ZTP3cNkFeAdh8ZgJXOPuLyVfLiNcvJY+hKofSO38kCoLZjYJ+BmhgDwIXAFcRcQpjAdOJNxqNiDGhm3MbEN3/3L1i0a7sLwKSDvKmEd9PLg+hr5jWKORoik6jhS8cT4VJXMGcIO7v5gGk3vM7FFi6vxsYA3gYDM7r1OnkzJyg+kcKpbMDwIvAEelw6alQzvaZzM32O4BrA08AFyVUzKHpMjNNQjftj2J9loM3A383t0fTw+psrygtB3JVeTTxFTq44TF+lp3/0fOYn0X4c/3H+lzdeAkM1vN3U9oN0VkMApItTzVATPtIiuoj6nRx7VkKaqPpWiKjiKlc/g3YEdCebqI+PH9I3+cu79sZnOAhwlFcwNgK6CjfTVzA8tcYCGwPbCVu3/KzEYBh6T9xwHeyZbNpEyOJnxVIabS5lvKP5eUzM2Bc4C3AutXXeJ2M7vO3b/iKV2MlM3Ww927zWxHwrI1F/hNNh7kXhJeMLMrCQv/14GPpdOnpQfy8e2iiFhkk/gd8XL0J+A0eisg2X06wsxGEC9ao4HVgDuBee7+RCGVX0FK3sd3AadTo4/NbBXi5XhfwlXsTcAfgHu9icFgUjRFpzEc2JtQHu8AfppXMqve4B83s58SSukqwOZ0uKIJSxP5vgLcB7wZ2An4o7sfamY9wKHp0Gwa/Qvu3pW+TyCacVHza15f0kNlLL0DBiB817vNbCvgl8CktL0beJ2IYB0O7ADsYGYbu/tBUjZbj/QysRnw7rTpd+7+TP6YrL/S5wJgPzN7Hfj3dMhxZvaSu5/cBgrIm4kxbA3gH8C33f3KtC9vpX8LcAzhNvJPuUv8g8jIcQLwS3d/uakCrAAl7ONJxIzUOoSP/YX99PHGwH8Sz7e35i7RBXSb2XTgF+7+aKPrrDyaotM4BviX9P1Ud59X6yCrJLL9W27zxLSvY/OsQVjq3H0JcEvatG1u3+GEFThjGvA1ADNbi/Bz+o51TiLz1wnfTCeCBDLryFuAnxNK5t3AN4n76r3AF4Grc9c4wMx+mM7t6fT7p52oUhqWkDIsWD+rpmTjgrsfAlySXYbIp3pIwypaPyYCo9L3scCRSTEBGJEUkC2JNF5HEUrmkrS/K53zZuAy4MRkOWtpStjH44n0a68QBpKT0gsGwMhcH/8COIxQMrM26iZekkcTbmNfMLN3NrzG7q6i0jEFOBB4iZgeWWsQx2+YfrQ9wDlp29Ci5WhwG2XZJg5Icj9MTJtZ7pjvpn1ZuYDwdX0s/f2TTmmndK/0AL/P7hngq2nbnYQP66pV54wCzsi1TzcwvWhZVGr271jgr6mfHgBWX8bxQ3PfL0/nLSHSX21VtDwD1Dv7XW+f+532EKnMJqd92+TGu4Xpnj+WeIGcQQQJLk77u4AvA2OKlk193KePtyDyIL+c6r4AeEuNPn48yXQAcDDwiTSmPZMbty7Mzm1YvYtuOBWVepc0aJ45yGPXJ1Ic9QDfKLruTW6nddODZSGwSdo2PLe/Wtl8IX3OBTYouv51kH9IKpclueYBu6Z9d6Rt0/NKJjllPP2dVzZvBCYWLZdKr/6xpITcnFOuDiSmFwe8N9Ln2kT2iuyh/Ola90GrlJwi8s4qZfMW4F3ATenvOwgXmTdVnb82MCspLpnMH211mUvax/9UpWw+QbgPZLLcBhxUo4/fRMzKPETlheLYRspceKOpqNSr5AeW3CDS7w8nDVBrUHn7O6+/c1p10FnJ9lqLyCvaAxye2z4s9/3HuYdVFzHNPCXtG97M+jawHXak8rLx69QujyVZJw90rxFTV1fn2ugDRcujUrO/9s/10XXA+LR9QKt8GiM+Ajyazn2OFn/JGkDZfDJ9/olI5zYq3wbZ756Yfr+QimVzHrBu0XKVtY8Jl4f++jhTNl9Kdc8+7yFmYkZW9XH2OY5IXP8slRzTmzZKBvloio7Bc/5xXnH+7texO+17gVAoIPxWAHr59pjZSGA3M3tX3StdIO7+FPH2C2HdzFJedKfvqxHTUC8TPj5DiSn2Q8xstKcAoXYm3S8PA9cQ1ozdCOV6TUKxzlKn9CJ3f71KWA6yyPwpueuK1uF24FfEffw+wj8ND3+2mr58ab8TD/IH06Zh9A0eayncl0ZO30EoX39LuyYSyuYFwI2eUrl5+Gvj4ZtsHoE0M4Cn0nnj6LuqWiEM1Fd0YB8nH9kzzWyz9PfSPJipr/5MuD7cSbwYrAo8Tbwo3Ojui9PxWR8vSee9CHybyr0xhFh6tyFI0RQdxUCKZTXpRzuKioKZKQc9uWNGEsrHmcAtZvaeOlW1VViYPvewWCHHYGlk4zRiem0M8cab8SXg1FoKWLvhwbPE9HmmLG5D3BNjgTW9n/ROOWVyDjHIk85brvtQrDzLUuzdfS6RvPsVQhE51MzOTPv6VUTSQ/kFwkWii3jRes9g/mcjMbM3DfT7q6FsPkr8tu8ncsXWzBeczhvm7guBi6kECL0j/d9CZDazcWa2J/Cp/gIRO7CPNyB8aI8hLNC9xpUaymYW3DkXuML7Sdqe6+NFxEvHEmKlvG3T/627zFI0RZkZQu+lyTz/mVMyTyaUj38QztVtT5WS9CrxJuzJKrw2cAThOL4BMXW2GZEEP+M44FvtrmzmLAQ/A05Nm8cTD5xhwGfMbGKtc3OD/hhiCh1i6ko0iVz2iO3M7N1mtmG6f7P9luvjWYTfsRG/8RPM7NS0r6Yikh7KQ4iZj8yCn1mJCnmZSFau+cD5y6FsHkxY7k9z96cHUiZyL1avExHKEO5Fhcic+vMCYtWu/yaiw1evOqbT+ngDQnGckDadYJHTtxdVyubxwA1EUOKTg+zjbKYKkgW7ETJL0RSlJU0n/IMYYCApC+nHm1cy30EMtO9y978WUNW6kxtMHiUG102B7c1sHULJPIwIlJoP7ObufyferC+iMhj/B5WBsC3JPWRw99OBs9KuEenzn4HdzWzVWucn94IPEw+2h4gpeNEE0gvA8WZ2PRHc8n/EFOJVZrY7VO5zqyThnwb8gIoiMt3Mzkj7lvT5Jyx1k3iD3iliCsHMphBBZ6OJ3+kZg1Q2byWsdH/Mtg/wPzLFo4uKzIXk07RYu/yXxCIcw4A/A5e5+/P545KcndLHk4lk7GtTmUlahVhQpI/7QK6P7yFeKO7Ktg/wPzLdL5/z98Vax9YFbwFnVxWVogoxGGVpMX6ato0hpiqyyONngbcWXdcGyD40lSwS9RRiuvxvVIIA3pyOHZU77zJC8X5b0TLUsS2WBo8RbhL5aPv7iBWTJqZjsqCJMYSS+ed03OXA2KJlKUMhcj3+H/GimKWm6a7qt72qzskCIUYAP8qd10P4tI2lEmQxNPd9VSL7QJZx4R3ZvdJkmYcRq7r05OTuIXwRh9X5f61JBA1l0ctNT2VG+I1nkdEPE5HSkwdq+w7o4w2Il/ssoOd8Ktk+/giMruP/mkgotFkat4alsWrqjaOi0kolDTRjCD/FHuDitP2DdLiSWdUOZ1GJtswGubyS2StiMX1fu+h6N7hNTqp6SD2WHlw7ABsBm6Rj/pTbP6XoepehEJb2LEL4aeJF4DQiLU+WRaEnHbN51bmZYjGS8EHM9/EvgY+Ty8FIuFHsRViJeohE5wPmaGyw7F9P9Xg5p4DUVdkkrGdHpLZ9iZjVWaqUNUnO8cSCCT2EX+l+VKLILf/Z3/d262Mi4Cobf+8Gdif8Jv+Str0IHFwt7wr+r9HEy/MCIuPGGdSIbq+bbM1uTBWVVilUfDSzh9PVwFQqVoOOVjJzA/KB6aGVpTP5G1VKZu6cjkjSvqw2Sd8PIxTJV3MP9DfSAzhvUfobsFnRdS9DIZbdu5uKpfnT5FJQEdOND1LJ+7rLMvr4G0mZyhSRvwP3EmtHfzEpJg+nffOBjQqW/9hUl+vpnXqsLsomoWTukVO6bqOJqY1yY9KeqS+eJ1x2Vsv2s4z8mOm4fIq2lu9jelsy7yYU39FVfb7UGLKSbbsKMRPzx3TNPwDrNVS+ZjeoisryljS4NOxtOg06mRWvLSyZ9WwTIvL+O1SS/q6ftreVUlmvNqF3PtYdgBPS/ZAlRs7KX4kVkmTJbE7/TgBmp7Z/CNiX3HQfFZeG/ai8HByV9WlVv+at80cSaXHyfduV+76EUGoblmdwELJnSsJWxMvO7cRL8rer6n0Og1Q2qbIMEvljD6dipV9AWsihAHmzxSLuo/LSa1RmV9Yg0vH8FzEjc2q6H9bPXWNkO/QxfZXMPclNkRO5Mv+cq+ueK3H/TCKWHs1e1prSx02/gVRUWqUQ00HDqPhovk4bKJn1boP0OZp4w18vv72shSqFFViPsPR8hbCC/CexDNy4outahkJMg34+KZALiQjbcVXHZA/Tqem3/BSw/QDXzK+CNYVYpu92Ysq9OykiNxM+u5OLboNUz7HEC3EP8Pa07aIqBWq5LZvEFO1PiBfN7CWqCKXLCItbZlH9XNo+NDdWbU5YIf9WJXcPsZzsjNz18r7lLdfHScl8vD8lM3fc99Ixi0mr3jEIy27u/NHEylCzqaz69HCz+ritU5OIziTlc9yOSLo7gfCjvBG4z91vzh03xFPi7BXEifQdPen7CGK6bWd3f3CgE5tNo9rEU8oPj5xr09M1hno/0ZmtRCPvE0+jc+78J4iH8Ox61F0sN5sRlspRRDDaZR5Jp5eS67Ndid/ya8BbzGwqoZwMIaacr3P3Z929K+UT7Hb3x4DHzOwaQtlZn4pFbZi3wOIEKdr4FZKVD9gJ+KO7H2pmPUTOW4iAPszsC1m9zWwC0USLqq65GZGq7GCizRYTASKfSG3SVNzdzWwsfROmm0dC+a0IJXNS2t5NvFSMJMbyHYAdzGxjdz/I3V83sxHu/kar9bGZrUsEtK1HBP6cDFzvufyXubHra8DOhH/4YWZ2oQ8yA4qZbQR8inAzGUHMzNwIHNG0Pm62Bq+iMlAhfnTXUHmzzkrmP3gesHfu+JW2vBHWqSySc/OVvV4ntEmrl4Luk45bhrRdCvCvqVeSV88AABHASURBVF9fHeg3Srx4/CYd+xQRSFJt9boUeM+y+hj6Bp20QqESHf39qu3frZLznLR9LUJR+R9gixrXO5GKr95pFLzcJBGcM5+Yzj4ht/0tRER4D2Hx/DqwC7A94d5yVZX8P8ydm3ebaIk+Jvwku6jyyRygTf43J9s3CaVxUPUmXiSeIRLAz6DJwZyF3UwqKtWFeMPMAnNeJ1LoPE5EQ+cHkEeBM3LnDcY5vHoqtJdTeRqotiy6DYpuk6LlVZuo9NMvbwI+A+zbX78Q1p7zcv3/GLEgwQ+J9C3P5/b9rBV/78tog0wpOoDK1OdqVYpTtbJ5QVIsHkt//4TKFHT+vH2JRSlWLVrOVJ9bU31/D6yVtn01bbuTyAyyatU5o4jo6Uz2biJ5eeHyDCDn+4H3Moi0RYRFM/MrvYXKWvX9jlFVffweYmagbimSBi1n0Q2touLuEHnbbqEylTGN8KlZg7BenUUl51dWrmAQlip6O/5P6m9fq5Wi2qSVi9qkvIXw3avZj8DGhG9i1ufnAlvl+zbdK3/MHTOjGfVuQDusS/hpLiQFctDb37Ra2czSIM0FNqi6VkuNf6SgLcI9oifJuWvalwVqTienZFYrWvRWNm8k5b9tpUJvI8egXoAJ/9yfUome/+Ly/q/C5C26AirlLlTe0o8lfEcWAAdRSWeRRZKOAN5GvKHnB9HZpJxntX5Q9H6j+2oawPpMH7VSUZuoTVSW694YRgQHZX395ar9I9PnqHT/PEnFVabt0lIRU+GZRf/wfDvkvudTH3URORinpH3Dm1nfFZRxR8LHtgf4dZL5sSTH5H7OyRZdWIVIVZfJ/4Gi5alju3w6J9e1wJpF12kwRUtQikLx9OshHPhXIaY/b3D3l9L+7rS81hvufr+7H0WsYAMRwLM7cEly6u+ptTwXQFrv9nOEX8yRZrZ1w4VbQdQmfVGbiP7wWLf5eiK/6TnufhJUltlz98Xp3nidSOo+N506jFgRpq1w96cIeSGsmyT5utP31YAHiBcyJ6y5qwGHmNlob4HApoFIa3Q/TPhgdxNLAf+YmM3Igpv6BDJ7Cvhz91eJ/J/ZMpJTctdtS3JruZ9PKN4Q0+7vLKxSy4EUTVEoZjYkRURulzbd5e5P5o/JKQHZg+MkItXJEipKxOVp35LcOq7Z/5hAWLleINI8fBo42MxG0IKoTfqiNhED4e5/JnwuT4SlmRN6cvs9l13h1rR5FDEd2Y4sTJ97pOwLBmBmkwgXgUOJLAyv5s75EnDqQGujtwIePEvMKmTK4jbEb3IsYcWruRZ5TpmcQwQGks7Lv6y2Hen+tfSCfAuVNdlPMLM1C6zaoJCiKYrGSYE56e/VoaIs9DowLFGZEnEmkc8wG1g+YmZnZsdVnfccEVl5RdrUA8xy9zfqK0rdUJv0RW0iBsTdn4alKWFqpefK+tvS99eIl4q2oUqRepWwyHq659cmlo78BJGfcR4R/HF+7hLHAd9qZWUzZ737GZGIHSLquouwQn/GzCbWOjenTI4hZj4gVgVqe5ICvgSYSaxuBLAhKdVTrbGwZShqzl5FJV+A3zJIvyl6O1KfTMVnZS6wzwDnbUqspFHYCh9qE7WJSqH3zwZUUuRcW3R9VkKOdahE0f9L+nsGlSTm84AN07FGBAgtzv0G1ipahmXIl//t5oN7st/vIfQTIU+4CZybjn2ABi+v2OR2yTIGTKfiw/qTouu1rNK6GrAoBWk6IFudByLp7mHJz6gm3ttidTLxhgcwmfDn6e+8vwDHps+WRW3SF7WJWFnSvbIfkaHgaZLlut1899L06VPE0rkQaW/2I6bL1ydyUL7b3eea2SgPDgeuJCy4/+Th59my5H+7hPvL2bndk4l0dB/NLJuZhdbMxhB+3LumY+8lXko7Aq9Y6m+lMruztZntAC1s1Sxa01VRcXeArYkpjh5iXded0vaBcoRlUYZvJVZYyN54dy5aHrWJ2kSldQrhj7kXoXhkEbstbdUbhExnJVmeo7JW9jwqa4MPzX+m701N1F1neU9KMmbpfR4DfkSsBrQRsEk65k+5/VOKrncD2+PrubHsv4quz0ClNbVfUUbuI6Z33iACMk4xs/Hu4cRf6wSv+Ng9QjhIQ/jxbA3tZ6mogdqkL2oTMSiyfjWzccCHiGCYLQhl7DPe4la9/sjdr/cQ1roxRPT544Qlc77llpH1tMxs+r6w1jVbmZzP5pcJH9R7iYUaNgD2J14ebyNWNjoJ2Ipoiw96ActoNpoqP91nCEXzODPbprBKLQMpmqIl8IgiPBd4iPjhTCWWius1UFaT0np0ESuCLCKmVKc2ocoNR23SF7VJ55DcIRqm5KeXjw2IHJunAtsS0dofcPdHG/V/B6IeMnsyZxFT/5cR9/ICwkLfS8nMnVMrOKrh1EvenAvM94BPEv6oi4iAqGGEO8QYYjWwK4Dd3P2hlfm/K0oz7uv0dTahXA8h/DWf7PekgmnZyDNRPjx8ig4lVoAA+KCZXe3ueyYlwnI/suwcN7PhxA/tJWKpupezfc2sfyNQm/RFbdIZNLLdzWwnIiL3C0QexZHEcoYHuftfBzq3kdRL5qRMvm5m04igoG+7+xO1lMwiqZe8Hj6b5sHtwO1mdjmR9ugdRKBTF+ESMd/dX6zH/13BujZ8PMn62cwuIdwGPtrK1mopmqKlcPe7zGwqsYwgRJ642cCB/Q0e7t5lZqtQSb7cVilLloXapC9qk/bDIt/jdsD7gAmEBepG4D53vzl33BCvSj21AkwGLknf/0rcJ19x98dX8rrLRaNkzqz3HnlBp6drFK5kNrKP8wpcOv8J4AnCslcYTb6vgV4W6lsI6+2Cely3YayMg6eKSqMKsAu9U1r8lnD6HpP2D6GyLOGqwNHENMpCwjcHBggQaceiNlGbtGsh1qG/hlAM8v2Vpdw5D9g7d/xKr8FN+OtdA/wrML4MMpewjwv97Zatj1e0ZAOwEC1Hmv6aQyVR9/3Ej/piT6lnzGwNIlXN54hplBuB/dz9mSLq3GjUJn1Rm7Q2ZrY+8QIwhQjiepVwW1iVlHg/MRe4wt0/l85bpgWo2k0i+cZZdl49rUjLQ7Nl9oIf5GWTN9WjdDKvKFI0RUtjZm8HLiKSaI8gfOy6iPVenycc/CcSb5YLgF28IEf/ZqE26YvapDWxWB7vKuBdRPLsi4CfE9HSo4BjCQv0TrnTrgT+zZcxDZyfKjazSZ5bkrTIB3NRMhdF2eSFcsq8UhRtUlVRWVYhnPq/SSV/YnV5BbgL2KTouqpN1CYqlSlN4oH7MqHcHwSslrYPS58jiDRVF1T11Wxg9XTMkP6un75/lYi+3kIyS17J3Hql8AqoqAymEIFr2xJvjnOIlT0WAr8k1qfumGXG1CZqk04phJUnS64/qWqfVf39ZXon5J6de3DX9G0j0hZlLxHnAVtLZskrmVurFF4BFZXlKcDw9DkJWDN9L3Uwh9pEbdJqhfCVnUAlSOIHAx2b+/6fhL9b9lC+otZx6e8JxPTlIioWo28AIySz5JXMrVOUsF20G93p8yng2SIr0kKoTfqiNikWpxKcBSk4wmqsxey916Q/E/hiOhfgI2Z2ZnZc1XnPEVbqK9KmHmCWu79RX1EGTdlkLpu8UE6ZVxopmqKt8PTK50FPfltZUZv0RW1SLKndnyVWcAKYamabVT9Uc8fnH8pnAV/J7f6ome3Tz3mPAOcQvnBvc/cH6ybEclI2mcsmb6pL6WSuB1I0hRBC1JW0Ct8wIlk6xDKJh5nZav2dU/VQPhmYmXZNJlJT9XfeX4Bj02dhlE3msskL5ZS5HkjRFEIIUVeS5acb+A4R0DASeD+wJSzNd1nrvKUPZWJN+2xllU+a2c4D/L+uetV9RSmbzGWTN9WhdDLXAymaQgghGsV9wHeJQIi3AaeY2Xh3dzMbWuuE3DTkI8QSexA5UbeG/h/mLUTZZC6bvFBOmVcYKZpCCCEaQrL+nEv4tPUAU4FL074l/T2UU8L1LiK1yyJiinJqE6q80pRN5rLJC+WUeWWQoimEEKJhuPtc4FAiYhfgg2Z2ddq3pJYlJ1mGhhMrPL2UNr+c7Wt8rVeOsslcNnmhnDKvKFI0hRBCNBR3v4velps9zGy2mY3r7wGbLD+rEGtHA7zQ2FrWl7LJXDZ5oZwyrwhSNIUQQjQcd78F2DW3aXfgKjPbwczGQOQjzCxBZrYqsDcwhsiHel3a3ja+bGWTuWzyQjllXl6kaAohhGgK7n4T8M9UVkiZClwIfMnMNnX3njS9uAbxwP4EMAp4ALgzXaOtphjLJnPZ5IVyyrw8WAfLJoQQogUxs7cT69FvCowgfNa6gF8DzxPr1U8E1gMWALu4+6PF1LY+lE3msskL5ZR5MEjRFEII0XTMbEPgWOAwKv5qeV4D/gLs5+4PN7NujaJsMpdNXiinzMtCiqYQQohCSKusbAkcDUwBNiemH+8Gfgtc5u5PFFfD+lM2mcsmL5RT5oGQoimEEKJQzGy4u3eZ2SSgx92fTjkHO/YBVTaZyyYvlFPmWkjRFEIIUSjZwzdF3prHkn0d/UAum8xlkxfKKXMtpGgKIYQQQoiGoPRGQgghhBCiIUjRFEIIIYQQDUGKphBCCCGEaAhSNIUQQgghREOQoilEG2BmvzYzT2X/AY4bamb/mzv2rGbWUwjR2mgsEc1GUedCtAFmth3we8CAh4HN3X1JjeNmAUekPy8F/r1sqTSEEP2jsUQ0G1k0hWgD3P0PwBXpz02Ag6qPMbOTqTwYfgUcqgeDECKPxhLRbGTRFKJNMLNNgPuBYcBcYFN370r7DgcuTIf+HtjN3V8ppKJCiJZGY4loJrJoCtEmuPvDwEXpzw2BQwHM7EPABWn7w8DuejAIIfpDY4loJrJoCtFGmNk6wCPAaOAJ4EDgWmAVYCGwo7v/rbAKCiHaAo0lolnIoilEG+HuC4Bz05/rAb8hHgwvAu8f6MFgZm83s8+b2ZVm9vcsmrThlRZCtBwrOpaY2SpmtpeZfc/M7jWzf5jZK2Z2j5nNMLMxTRFAtA2yaArRZpjZeOAxYPW0aTHwr+5+0zLO+zmwZ/V2d7e6V1II0fKsyFhS5cP5IHAfMBbYEVgNeAjYxd2fblS9RXsxrOgKCCGWmzcTqUkyfrIsJTNxG3APcGcqfweG1r96Qog2YUXGki5gFvBNd38w22hmawPXANsA3wQ+Xue6ijZFFk0h2ggzW59QGNfJbV4MbOLujy/ntbqBobJoClE+6jmW5K75LuDWdJ2x7v7GSldUtD3y0RSiTTCzCUROu3WAHuCStGsk8JWi6iWEaC8aOJbck7vOhJW4juggpGgK0QaY2SrAL4DN0qZjgU8Q/lEAB5nZ24qomxCifWjwWDIlfXYBi1a4kqKjkKIpRItjZsOAnwA7pE1fdfdvuXsPcFLaNgQ4vYj6CSHagyaMJcemz+vcffGK11R0EvLRFKLFMbOLgUPSn993909U7f8D8Pb0507ufusgrysfTSFKRKPGknTuBwlLaTfwDne/ZxmniJIgi6YQLYyZfZXKg+FaKusP55mR+/61RtdJCNF+NHIsMbPNgEuJCPYTpGSKPLJoCtGimNlnqCRUHnDNYTO7hchjB7Fs3LWDuL4smkKUgEaOJWa2LnALMBk4090/V59ai05BiqYQLYiZfQy4jJh1+CuxHNyzAxy/G7GyB8C9wDbJ72qg/yFFU4gOp5FjiZm9CfgdsDnwXXevZSUVJUeKphAlRYqmEGJFSUtN/gbYHrgC2M/dlxRbK9GKyEdTCCGEEIPGzEYCVxNK5q+AA6Rkiv6QoimEEEKIQWFmQ4mp+N2IafOPaAUgMRBa61yIkmBmuwP/lds0NG2/Pbftu+7+3aZWTAjRThwN7J2+Pwt826ym983X3P2hptVKtCxSNIUoDxOBd9bYnt92XZPqIoRoT1bPfd+736Pg+4AUTaFgICGEEEII0RjkoymEEEIIIRqCFE0hhBBCCNEQpGgKIYQQQoiGIEVTCCGEEEI0BCmaQgghhBCiIUjRFEIIIYQQDUGKphBCCCGEaAhSNIUQQgghREOQoimEEEIIIRrC/wMEFCrylxXlNgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2, figsize=(10, 10))\n",
    "fig, axes = dyplot.cornerplot(res, truths=[[1./3., 2./3.], [1./3., 2./3.]],\n",
    "                              quantiles=None, fig=(fig, axes))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot 10-D\n",
    "fig, axes = dyplot.runplot(res2, color='red', \n",
    "                           lnz_truth=0., truth_color='black')\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It looks like our results are unbiased with respect to the true log-evidence and we properly recover the components of the distribution."
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
